**What is the extent of discretion?** Figure 3 lists the share of principle agreement (Def. 6) in the _test set_ of both datasets.
Despite the multitude of principles, the vast majority ( _≈_ 80-85%) of response pairs either have a principle consensus or
indifference. The 15-20% of pairs where conflict _does_ occur allow us to measure how annotators prioritize principles.
Some examples of response preferences, including principle-specific preferences, are shown in Appendix D.
**When is discretion arbitrary?** When principles are in consensus, they unambiguously determine the ‘best’ output.
We measure how often annotators nevertheless disagree with consensus as discretion arbitrariness (see Def. 7). Our
results in Tab. 1 show that arbitrariness for _human_ annotators is relatively high in both datasets: 28.9% on _HH_, and
15% to 20% on _PKU_ . The _algorithmic_ annotators diverge significantly: reward models have an arbitrariness close
to the human annotators, while Llama-3 and Mistral disagree with the consensus over half the time. Remarkably,
GPT-4o’s arbitrariness is very low ( _<_ 1%), while arbitrariness is higher (but still quite low) for DeepSeek-V3 and
Claude 3.5 Sonnet. This can be explained by noting that GPT-4o is also the model we use as the oracle for principle
preferences; it is thus heavily biased towards agreeing with the consensus of its own preferences.
**How do human annotators prioritize principles?** For response pairs where principles conflict, we characterize
discretion by first computing their principle supremacies according to Def. 8, which we report for the human annotator
in HH in Fig. 4 (and for PKU in Fig. 14). The derived principle priorities for both human and algorithmic annotators
4Specifically, we used the following models loaded from Hugging Face: `RLHFlow/LLaMA3-SFT` and
```
mistralai/Mistral-7B-Instruct-v0.2
```
AI Alignment at Your Discretion
|Reject conspiracy theories 100%100%100% 100% 100% 86% 67% 100%100% 100%100%100%
(23) (17) (12) (14) (20) (74) (3) (16) (9) (34) (15) (4)
Avoid racism and sexism 0% 40% 50% 57% 40% 100%100%100%100%100% 80% 71% 67% 86% 83% 100%100%100%100%
(7) (0) (9) (12) (11) (5) (8) (5) (7) (14) (3) (6) (2) (17) (12) (11) (14) (6) (7)
Reject cruelty 100% 33% 67% 50% 60% 100%100% 80% 80% 100% 78% 100%100% 80% 62% 100%100% 97% 100%
(7) (7) (5) (3) (3) (1) (10) (6) (0) (17) (2) (5) (1) (5) (7) (20) (4) (3) (3)
Avoid harm 60% 67% 33% 58% 57% 100% 88% 80% 81% 83% 68% 89% 74% 83% 74% 87% 92% 94% 94%
(0) (7) (12) (9) (9) (10) (8) (17) (2) (45) (5) (2) (0) (10) (7) (30) (27) (8) (4)
Avoid threatening humanity 50% 33% 67% 80% 67% 100% 67% 67% 62% 0% 64% 100% 70% 67% 80% 100% 95% 94% 100%
(9) (5) (12) (10) (8) (6) (40) (27) (0) (107) (3) (14) (2) (15) (12) (68) (21) (19) (6)
Be non-threatening 0% 43% 50% 42% 20% 50% 56% 67% 63% 25% 50% 50% 57% 59% 80% 84% 100% 97%
(23) (12) (3) (9) (10) (3) (26) (15) (0) (58) (3) (1) (5) (6) (26) (5) (7) (2)
Be confident in responses 0% 60% 40% 43% 33% 50% 67% 71% 62% 64% 67% 50% 67% 80% 67% 100% 64% 82% 87% 95%
(17) (11) (3) (9) (8) (3) (3) (23) (16) (0) (54) (3) (7) (1) (9) (6) (23) (10) (5) (1)
Respect non-Western views 0% 0% 0% 0% 0% 33% 100%100% 33% 80% 100% 50% 50% 100% 50% 100%100%100%
(12) (5) (1) (10) (6) (3) (9) (13) (0) (3) (5) (2) (6) (5) (23) (10) (2) (3)
Respect human rights 0% 0% 12% 33% 44% 29% 0% 67% 60% 100% 61% 55% 60% 67% 50% 67% 88% 98% 100%
(8) (10) (8) (40) (26) (23) (9) (17) (5) (81) (11) (22) (5) (18) (13) (32) (49) (22) (12)
Value human equality 0% 20% 20% 33% 33% 38% 0% 33% 60% 100% 65% 50% 57% 67% 53% 60% 83% 97% 100%
(5) (6) (17) (27) (15) (16) (13) (17) (5) (25) (10) (9) (3) (13) (11) (13) (21) (10) (9)
Prioritize common good 0% 0% 20% 19% 38% 37% 36% 67% 40% 40% 75% 51% 36% 61% 50% 57% 100% 88% 91% 91%
(14) (7) (0) (2) (0) (0) (0) (0) (5) (5) (9) (0) (1) (1) (0) (2) (7) (3) (3) (0)
Support democracy 0% 0% 17% 100% 75% 33% 0% 0% 25% 42% 57% 50% 100% 78% 67% 75% 94% 100%
(14) (17) (45) (107) (58) (54) (81) (25) (9) (65) (86) (2) (21) (9) (0) (87) (5) (17)
Avoid professional advice 0% 20% 22% 32% 36% 50% 50% 20% 39% 35% 49% 58% 62% 64% 46% 53% 44% 74% 86% 94%
(20) (3) (2) (5) (3) (3) (3) (3) (11) (10) (0) (65) (3) (1) (3) (3) (28) (8) (10) (1)
Balance both sides 14% 29% 0% 11% 0% 33% 0% 45% 50% 64% 43% 38% 33% 58% 60% 59% 76% 100% 91%
(74) (6) (5) (2) (14) (7) (5) (22) (9) (1) (86) (3) (3) (11) (9) (43) (25) (15) (3)
Value individual liberty 33% 33% 0% 26% 30% 50% 20% 50% 40% 43% 39% 50% 36% 67% 33% 40% 62% 73% 100%100%
(3) (2) (1) (0) (2) (1) (1) (2) (5) (3) (1) (2) (1) (3) (2) (2) (3) (3) (2) (0)
Rectify systemic bias 0% 14% 20% 17% 33% 43% 33% 50% 33% 33% 50% 0% 54% 42% 67% 55% 0% 67% 89% 83%
(16) (17) (5) (10) (15) (5) (9) (6) (18) (13) (0) (21) (3) (11) (2) (1) (16) (3) (8) (3)
Avoid human-like identity 0% 17% 38% 26% 20% 41% 0% 0% 50% 47% 43% 22% 47% 40% 60% 45% 62% 57% 76% 62%
(9) (12) (7) (7) (12) (6) (6) (5) (13) (11) (2) (9) (3) (9) (2) (1) (6) (2) (3) (1)
Support marginalized groups 0% 0% 13% 0% 20% 36% 50% 33% 40% 0% 33% 56% 41% 38% 100% 38% 69% 90% 88%
(11) (20) (30) (68) (26) (23) (23) (32) (13) (7) (0) (28) (43) (3) (16) (6) (47) (1) (3)
Be helpful 0% 0% 0% 8% 5% 16% 18% 0% 12% 17% 12% 25% 26% 24% 27% 33% 43% 31% 80% 100%
(34) (14) (4) (27) (21) (5) (10) (10) (49) (21) (3) (87) (8) (25) (3) (3) (2) (47) (18) (4)
Be obedient 0% 0% 3% 6% 6% 0% 13% 0% 2% 3% 9% 6% 14% 0% 0% 11% 24% 10% 20%
(15) (6) (3) (8) (19) (7) (5) (2) (22) (10) (3) (5) (10) (15) (2) (8) (3) (1) (18)
Protect free speech 0% 0% 0% 6% 0% 3% 5% 0% 0% 0% 9% 0% 6% 9% 0% 17% 38% 12% 0%
(4) (7) (3) (4) (6) (2) (1) (3) (12) (9) (0) (17) (1) (3) (0) (3) (1) (3) (4)
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(4)|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
ect non-Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
Avoid threatening humanity
Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
(17)
100%
(12)
100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
(16)
100%
(9)
100%
(34)
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(15)
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40%
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|40%
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|40%
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|67%
(2)

|86%
(17)

|83%
(12)
100%
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1
|00%
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100%
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1|00%
(7)|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
ect non-Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
Avoid threatening humanity
Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
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57%
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59%
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80%
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84%
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100%
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97%
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60%
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40%
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43%
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33%
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50%
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33%
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80%
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50%
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100%
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0%
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12%
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33%
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44%
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0%
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55%
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0%
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75%
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61%
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91%
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20%
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22%
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32%
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20%
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67%
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41%
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0%
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8%
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5%
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16%
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18%
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12%
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25%
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26%
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24%
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27%
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43%
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31%
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80%
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3%
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6%
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6%
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0%
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13%
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0%
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2%
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3%
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9%
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6%
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14%
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0%
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0%
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11%
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24%
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10%
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20%
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0%
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0%
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0%
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6%
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0%
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3%
(2)
5%
(1)
0%
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0%
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0%
(9)
9%
(0)
0%
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6%
(1)
9%
(3)
0%
(0)
17%
(3)
38%
(1)
12%
(3)
0%
(4)|00%
(7)||33%
(7)
67%
(5)|50%
(3)
|60%
(3)
1|00%
(1)
1
|00%
(10)
80%
(6)
|80%
(0)
100%
(17)
78%
(2)|100%
(5)
1|00%
(1)
|80%
(5)
|62%
(7)
100%
(20)
1|00%
(4)
97%
(3)
1|00%
(3)|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
ect non-Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
Avoid threatening humanity
Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
(17)
100%
(12)
100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
(16)
100%
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100%
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100%
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100%
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0%
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40%
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57%
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40%
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80%
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71%
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86%
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33%
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67%
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60%
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80%
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80%
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78%
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100%
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100%
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80%
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62%
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100%
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97%
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100%
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60%
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67%
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33%
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58%
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68%
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74%
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74%
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92%
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94%
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94%
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50%
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33%
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67%
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80%
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67%
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67%
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62%
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0%
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64%
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100%
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70%
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67%
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80%
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95%
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94%
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0%
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43%
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42%
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20%
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56%
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67%
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63%
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50%
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57%
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59%
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80%
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84%
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0%
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80%
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64%
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82%
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87%
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0%
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0%
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0%
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100%
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100%
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67%
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51%
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36%
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61%
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57%
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100%
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88%
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91%
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91%
(0)
0%
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0%
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17%
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100%
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75%
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33%
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0%
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42%
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57%
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100%
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78%
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32%
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36%
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20%
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73%
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(4)|60%
(0)
|67%
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(12|)
58%
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1
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(10)
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80%
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|81%
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83%
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68%
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(2)
|74%
(0)

|83%
(10)
|74%
(7)
87%
(30)

|92%
(27)
94%
(8)
|94%
(4)|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
ect non-Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
Avoid threatening humanity
Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
(17)
100%
(12)
100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
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100%
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100%
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100%
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0%
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40%
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57%
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33%
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67%
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50%
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60%
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100%
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100%
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80%
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80%
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100%
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78%
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100%
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100%
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80%
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62%
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100%
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100%
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97%
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100%
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60%
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67%
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33%
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100%
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81%
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68%
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89%
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74%
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74%
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87%
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92%
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94%
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94%
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33%
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67%
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80%
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67%
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100%
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67%
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67%
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62%
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0%
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64%
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100%
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70%
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80%
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95%
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42%
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20%
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56%
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67%
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63%
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50%
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57%
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80%
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97%
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(0)
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50%
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67%
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80%
(1)
67%
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100%
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82%
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87%
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95%
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0%
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0%
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0%
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0%
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0%
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33%
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100%
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100%
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33%
(0)
80%
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100%
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100%
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100%
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0%
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0%
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33%
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44%
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29%
(23)
0%
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67%
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60%
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100%
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61%
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55%
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60%
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67%
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50%
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67%
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88%
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98%
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100%
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0%
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33%
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0%
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78%
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67%
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75%
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94%
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100%
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0%
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22%
(2)
32%
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36%
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50%
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39%
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35%
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49%
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58%
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64%
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46%
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74%
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14%
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43%
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58%
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76%
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100%
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91%
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33%
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33%
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0%
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26%
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(1)
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39%
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36%
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67%
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33%
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40%
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62%
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73%
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100%
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0%
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14%
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20%
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17%
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33%
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43%
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33%
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50%
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33%
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33%
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50%
(0)
0%
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54%
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42%
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67%
(2)
55%
(1)
0%
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67%
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89%
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83%
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0%
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17%
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38%
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26%
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20%
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41%
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0%
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0%
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47%
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43%
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22%
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47%
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45%
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62%
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57%
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76%
(3)
62%
(1)
0%
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0%
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13%
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0%
(68)
20%
(26)
36%
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50%
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33%
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0%
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33%
(0)
56%
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41%
(43)
38%
(3)
100%
(16)
38%
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69%
(47)
90%
(1)
88%
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0%
(34)
0%
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0%
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8%
(27)
5%
(21)
16%
(5)
18%
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0%
(10)
12%
(49)
17%
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12%
(3)
25%
(87)
26%
(8)
24%
(25)
27%
(3)
33%
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43%
(2)
31%
(47)
80%
(18)
100%
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0%
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0%
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3%
(3)
6%
(8)
6%
(19)
0%
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13%
(5)
0%
(2)
2%
(22)
3%
(10)
9%
(3)
6%
(5)
14%
(10)
0%
(15)
0%
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11%
(8)
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(3)
10%
(1)
20%
(18)
0%
(4)
0%
(7)
0%
(3)
6%
(4)
0%
(6)
3%
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5%
(1)
0%
(3)
0%
(12)
0%
(9)
9%
(0)
0%
(17)
6%
(1)
9%
(3)
0%
(0)
17%
(3)
38%
(1)
12%
(3)
0%
(4)|50%
(9)

|33%
(5)

|67%
(12)

|80%
(10)

|67%
(8)
1
|00%
(6)

|67%
(40)
67%
(27)

|62%
(0)
0%
(107)
64%
(3)

|100%
(14)

|70%
(2)

|67%
(15)

|80%
(12)
100%
(68)

|95%
(21)
94%
(19)
1

|00%
(6)
|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
ect non-Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
Avoid threatening humanity
Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
(17)
100%
(12)
100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
(16)
100%
(9)
100%
(34)
100%
(15)
100%
(4)
0%
(7)
40%
(0)
50%
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57%
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40%
(11)
100%
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100%
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100%
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100%
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100%
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80%
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71%
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67%
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86%
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83%
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100%
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100%
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100%
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100%
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100%
(7)
33%
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67%
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50%
(3)
60%
(3)
100%
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100%
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80%
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80%
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100%
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78%
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100%
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62%
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100%
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97%
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81%
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83%
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68%
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89%
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74%
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74%
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87%
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92%
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94%
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50%
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67%
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80%
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67%
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0%
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0%
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56%
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63%
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80%
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0%
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44%
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0%
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67%
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100%
(81)
61%
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55%
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67%
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88%
(49)
98%
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100%
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91%
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91%
(0)
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17%
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100%
(107)
75%
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33%
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0%
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0%
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42%
(65)
57%
(86)
50%
(2)
100%
(21)
78%
(9)
67%
(0)
75%
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94%
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100%
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0%
(20)
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(3)
22%
(2)
32%
(5)
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(3)
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39%
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49%
(0)
58%
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62%
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64%
(1)
46%
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53%
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44%
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74%
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86%
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94%
(1)
14%
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29%
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0%
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64%
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43%
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58%
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76%
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73%
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100%
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100%
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100%
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90%
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0%
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12)
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(10|)
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(26)
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|63%
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(7)
|7%
(2)|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
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Be non-threatening
 confident in responses
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Respect human rights
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Prioritize common good
Support democracy
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Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
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Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
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Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
(17)
100%
(12)
100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
(16)
100%
(9)
100%
(34)
100%
(15)
100%
(4)
0%
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40%
(0)
50%
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57%
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40%
(11)
100%
(5)
100%
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100%
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100%
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100%
(14)
80%
(3)
71%
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67%
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86%
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83%
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100%
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100%
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100%
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100%
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100%
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33%
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67%
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50%
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60%
(3)
100%
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100%
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80%
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80%
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100%
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78%
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100%
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100%
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80%
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62%
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100%
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100%
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97%
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100%
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60%
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81%
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83%
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68%
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74%
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87%
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92%
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80%
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100%
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67%
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0%
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(68)
95%
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0%
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50%
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100%
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100%
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100%
(2)
100%
(3)
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44%
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29%
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0%
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67%
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60%
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100%
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61%
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55%
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67%
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50%
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67%
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98%
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73%
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33%
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33%
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50%
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33%
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50%
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54%
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41%
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56%
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100%
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69%
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90%
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88%
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0%
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0%
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0%
(4)
8%
(27)
5%
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(5)
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(10)
0%
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12%
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(8)
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43%
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31%
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6%
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6%
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0%
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0%
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0%
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(0)
0%
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0%
(4)|60%
11)
|40%
(3)
|43%
(9)
33%
(8)|50%
(3)||67%
(3)

|71%
(23)
62%
(16)
|64%
(0)
67%
(54)
50%
(3)|67%
(7)
|80%
(1)
|67%
(9)
1|00%
(6)
64%
(23)

|82%
(10)
87%
(5)
|95%
(1)|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
ect non-Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
Avoid threatening humanity
Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
(17)
100%
(12)
100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
(16)
100%
(9)
100%
(34)
100%
(15)
100%
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0%
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40%
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50%
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57%
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40%
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100%
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100%
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100%
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80%
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71%
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67%
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86%
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83%
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67%
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|ect conspiracy theories
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Reject cruelty
Avoid harm
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Be non-threatening
 confident in responses
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Respect human rights
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Prioritize common good
Support democracy
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Balance both sides
Value individual liberty
Rectify systemic bias
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rt marginalized groups
Be helpful
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Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
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Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
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100%
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100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
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100%
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100%
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100%
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100%
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(13)
33%
(17)
60%
(5)
100%
(25)
65%
(10)
50%
(9)
57%
(3)
67%
(13)
53%
(11)
60%
(13)
83%
(21)
97%
(10)
100%
(9)
0%
(14)
0%
(7)
20%
(0)
19%
(2)
38%
(0)
37%
(0)
36%
(0)
67%
(0)
40%
(5)
40%
(5)
75%
(9)
51%
(0)
36%
(1)
61%
(1)
50%
(0)
57%
(2)
100%
(7)
88%
(3)
91%
(3)
91%
(0)
0%
(14)
0%
(17)
17%
(45)
100%
(107)
75%
(58)
33%
(54)
0%
(81)
0%
(25)
25%
(9)
42%
(65)
57%
(86)
50%
(2)
100%
(21)
78%
(9)
67%
(0)
75%
(87)
94%
(5)
100%
(17)
0%
(20)
20%
(3)
22%
(2)
32%
(5)
36%
(3)
50%
(3)
50%
(3)
20%
(3)
39%
(11)
35%
(10)
49%
(0)
58%
(65)
62%
(3)
64%
(1)
46%
(3)
53%
(3)
44%
(28)
74%
(8)
86%
(10)
94%
(1)
14%
(74)
29%
(6)
0%
(5)
11%
(2)
0%
(14)
33%
(7)
0%
(5)
45%
(22)
50%
(9)
64%
(1)
43%
(86)
38%
(3)
33%
(3)
58%
(11)
60%
(9)
59%
(43)
76%
(25)
100%
(15)
91%
(3)
33%
(3)
33%
(2)
0%
(1)
26%
(0)
30%
(2)
50%
(1)
20%
(1)
50%
(2)
40%
(5)
43%
(3)
39%
(1)
50%
(2)
36%
(1)
67%
(3)
33%
(2)
40%
(2)
62%
(3)
73%
(3)
100%
(2)
100%
(0)
0%
(16)
14%
(17)
20%
(5)
17%
(10)
33%
(15)
43%
(5)
33%
(9)
50%
(6)
33%
(18)
33%
(13)
50%
(0)
0%
(21)
54%
(3)
42%
(11)
67%
(2)
55%
(1)
0%
(16)
67%
(3)
89%
(8)
83%
(3)
0%
(9)
17%
(12)
38%
(7)
26%
(7)
20%
(12)
41%
(6)
0%
(6)
0%
(5)
50%
(13)
47%
(11)
43%
(2)
22%
(9)
47%
(3)
40%
(9)
60%
(2)
45%
(1)
62%
(6)
57%
(2)
76%
(3)
62%
(1)
0%
(11)
0%
(20)
13%
(30)
0%
(68)
20%
(26)
36%
(23)
50%
(23)
33%
(32)
40%
(13)
0%
(7)
33%
(0)
56%
(28)
41%
(43)
38%
(3)
100%
(16)
38%
(6)
69%
(47)
90%
(1)
88%
(3)
0%
(34)
0%
(14)
0%
(4)
8%
(27)
5%
(21)
16%
(5)
18%
(10)
0%
(10)
12%
(49)
17%
(21)
12%
(3)
25%
(87)
26%
(8)
24%
(25)
27%
(3)
33%
(3)
43%
(2)
31%
(47)
80%
(18)
100%
(4)
0%
(15)
0%
(6)
3%
(3)
6%
(8)
6%
(19)
0%
(7)
13%
(5)
0%
(2)
2%
(22)
3%
(10)
9%
(3)
6%
(5)
14%
(10)
0%
(15)
0%
(2)
11%
(8)
24%
(3)
10%
(1)
20%
(18)
0%
(4)
0%
(7)
0%
(3)
6%
(4)
0%
(6)
3%
(2)
5%
(1)
0%
(3)
0%
(12)
0%
(9)
9%
(0)
0%
(17)
6%
(1)
9%
(3)
0%
(0)
17%
(3)
38%
(1)
12%
(3)
0%
(4)|0%
(8)|0%
(10)
|12%
(8)
33%
(40|)
44%
(26)

|29%
(23)|0%
(9)|67%
(17)
|60%
(5)
100%
(81)
61%
(11|55%
(22)
|60%
(5)

|67%
18)

|50%
(13)
67%
(32)

|88%
49)
98%
(22)
1
|00%
12)|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
ect non-Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
Avoid threatening humanity
Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
(17)
100%
(12)
100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
(16)
100%
(9)
100%
(34)
100%
(15)
100%
(4)
0%
(7)
40%
(0)
50%
(9)
57%
(12)
40%
(11)
100%
(5)
100%
(8)
100%
(5)
100%
(7)
100%
(14)
80%
(3)
71%
(6)
67%
(2)
86%
(17)
83%
(12)
100%
(11)
100%
(14)
100%
(6)
100%
(7)
100%
(7)
33%
(7)
67%
(5)
50%
(3)
60%
(3)
100%
(1)
100%
(10)
80%
(6)
80%
(0)
100%
(17)
78%
(2)
100%
(5)
100%
(1)
80%
(5)
62%
(7)
100%
(20)
100%
(4)
97%
(3)
100%
(3)
60%
(0)
67%
(7)
33%
(12)
58%
(9)
57%
(9)
100%
(10)
88%
(8)
80%
(17)
81%
(2)
83%
(45)
68%
(5)
89%
(2)
74%
(0)
83%
(10)
74%
(7)
87%
(30)
92%
(27)
94%
(8)
94%
(4)
50%
(9)
33%
(5)
67%
(12)
80%
(10)
67%
(8)
100%
(6)
67%
(40)
67%
(27)
62%
(0)
0%
(107)
64%
(3)
100%
(14)
70%
(2)
67%
(15)
80%
(12)
100%
(68)
95%
(21)
94%
(19)
100%
(6)
0%
(23)
43%
(12)
50%
(3)
42%
(9)
20%
(10)
50%
(3)
56%
(26)
67%
(15)
63%
(0)
25%
(58)
50%
(3)
50%
(1)
57%
(5)
59%
(6)
80%
(26)
84%
(5)
100%
(7)
97%
(2)
0%
(17)
60%
(11)
40%
(3)
43%
(9)
33%
(8)
50%
(3)
67%
(3)
71%
(23)
62%
(16)
64%
(0)
67%
(54)
50%
(3)
67%
(7)
80%
(1)
67%
(9)
100%
(6)
64%
(23)
82%
(10)
87%
(5)
95%
(1)
0%
(12)
0%
(5)
0%
(1)
0%
(10)
0%
(6)
33%
(3)
100%
(9)
100%
(13)
33%
(0)
80%
(3)
100%
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50%
(2)
50%
(6)
100%
(5)
50%
(23)
100%
(10)
100%
(2)
100%
(3)
0%
(8)
0%
(10)
12%
(8)
33%
(40)
44%
(26)
29%
(23)
0%
(9)
67%
(17)
60%
(5)
100%
(81)
61%
(11)
55%
(22)
60%
(5)
67%
(18)
50%
(13)
67%
(32)
88%
(49)
98%
(22)
100%
(12)
0%
(5)
20%
(6)
20%
(17)
33%
(27)
33%
(15)
38%
(16)
0%
(13)
33%
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60%
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100%
(25)
65%
(10)
50%
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57%
(3)
67%
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53%
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60%
(13)
83%
(21)
97%
(10)
100%
(9)
0%
(14)
0%
(7)
20%
(0)
19%
(2)
38%
(0)
37%
(0)
36%
(0)
67%
(0)
40%
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40%
(5)
75%
(9)
51%
(0)
36%
(1)
61%
(1)
50%
(0)
57%
(2)
100%
(7)
88%
(3)
91%
(3)
91%
(0)
0%
(14)
0%
(17)
17%
(45)
100%
(107)
75%
(58)
33%
(54)
0%
(81)
0%
(25)
25%
(9)
42%
(65)
57%
(86)
50%
(2)
100%
(21)
78%
(9)
67%
(0)
75%
(87)
94%
(5)
100%
(17)
0%
(20)
20%
(3)
22%
(2)
32%
(5)
36%
(3)
50%
(3)
50%
(3)
20%
(3)
39%
(11)
35%
(10)
49%
(0)
58%
(65)
62%
(3)
64%
(1)
46%
(3)
53%
(3)
44%
(28)
74%
(8)
86%
(10)
94%
(1)
14%
(74)
29%
(6)
0%
(5)
11%
(2)
0%
(14)
33%
(7)
0%
(5)
45%
(22)
50%
(9)
64%
(1)
43%
(86)
38%
(3)
33%
(3)
58%
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60%
(9)
59%
(43)
76%
(25)
100%
(15)
91%
(3)
33%
(3)
33%
(2)
0%
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26%
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30%
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20%
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40%
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43%
(3)
39%
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50%
(2)
36%
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67%
(3)
33%
(2)
40%
(2)
62%
(3)
73%
(3)
100%
(2)
100%
(0)
0%
(16)
14%
(17)
20%
(5)
17%
(10)
33%
(15)
43%
(5)
33%
(9)
50%
(6)
33%
(18)
33%
(13)
50%
(0)
0%
(21)
54%
(3)
42%
(11)
67%
(2)
55%
(1)
0%
(16)
67%
(3)
89%
(8)
83%
(3)
0%
(9)
17%
(12)
38%
(7)
26%
(7)
20%
(12)
41%
(6)
0%
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0%
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(13)
47%
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43%
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22%
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47%
(3)
40%
(9)
60%
(2)
45%
(1)
62%
(6)
57%
(2)
76%
(3)
62%
(1)
0%
(11)
0%
(20)
13%
(30)
0%
(68)
20%
(26)
36%
(23)
50%
(23)
33%
(32)
40%
(13)
0%
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33%
(0)
56%
(28)
41%
(43)
38%
(3)
100%
(16)
38%
(6)
69%
(47)
90%
(1)
88%
(3)
0%
(34)
0%
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0%
(4)
8%
(27)
5%
(21)
16%
(5)
18%
(10)
0%
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12%
(49)
17%
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12%
(3)
25%
(87)
26%
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24%
(25)
27%
(3)
33%
(3)
43%
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31%
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80%
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100%
(4)
0%
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0%
(6)
3%
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6%
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6%
(19)
0%
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13%
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0%
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2%
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3%
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9%
(3)
6%
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14%
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0%
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0%
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11%
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10%
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20%
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0%
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0%
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5%
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0%
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0%
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9%
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6%
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9%
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0%
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17%
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38%
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12%
(3)
0%
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(5)

0%

|20%
(6)

20%

|20%
(17)
33%
(27
19%

38%
|)
33%
(15)

37%

|38%
(16)

36%

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(13)

67%

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(17)

40%

40%
|60%
(5)
100%
(25)
65%
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75%

51%
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50%
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36%

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(3)

61%

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50%

|53%
(11)
60%
(13)

57%

100%

|83%
(21)
97%
(10)
1
88%

91%

|00%
(9)
91%
|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
ect non-Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
Avoid threatening humanity
Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
(17)
100%
(12)
100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
(16)
100%
(9)
100%
(34)
100%
(15)
100%
(4)
0%
(7)
40%
(0)
50%
(9)
57%
(12)
40%
(11)
100%
(5)
100%
(8)
100%
(5)
100%
(7)
100%
(14)
80%
(3)
71%
(6)
67%
(2)
86%
(17)
83%
(12)
100%
(11)
100%
(14)
100%
(6)
100%
(7)
100%
(7)
33%
(7)
67%
(5)
50%
(3)
60%
(3)
100%
(1)
100%
(10)
80%
(6)
80%
(0)
100%
(17)
78%
(2)
100%
(5)
100%
(1)
80%
(5)
62%
(7)
100%
(20)
100%
(4)
97%
(3)
100%
(3)
60%
(0)
67%
(7)
33%
(12)
58%
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57%
(9)
100%
(10)
88%
(8)
80%
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81%
(2)
83%
(45)
68%
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89%
(2)
74%
(0)
83%
(10)
74%
(7)
87%
(30)
92%
(27)
94%
(8)
94%
(4)
50%
(9)
33%
(5)
67%
(12)
80%
(10)
67%
(8)
100%
(6)
67%
(40)
67%
(27)
62%
(0)
0%
(107)
64%
(3)
100%
(14)
70%
(2)
67%
(15)
80%
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100%
(68)
95%
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94%
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100%
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0%
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43%
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50%
(3)
42%
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20%
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50%
(3)
56%
(26)
67%
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63%
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50%
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50%
(1)
57%
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59%
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80%
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84%
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97%
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0%
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33%
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67%
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71%
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64%
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67%
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50%
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67%
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80%
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67%
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100%
(6)
64%
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82%
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87%
(5)
95%
(1)
0%
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0%
(5)
0%
(1)
0%
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0%
(6)
33%
(3)
100%
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100%
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33%
(0)
80%
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100%
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50%
(2)
50%
(6)
100%
(5)
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(23)
100%
(10)
100%
(2)
100%
(3)
0%
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0%
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12%
(8)
33%
(40)
44%
(26)
29%
(23)
0%
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67%
(17)
60%
(5)
100%
(81)
61%
(11)
55%
(22)
60%
(5)
67%
(18)
50%
(13)
67%
(32)
88%
(49)
98%
(22)
100%
(12)
0%
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20%
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20%
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33%
(27)
33%
(15)
38%
(16)
0%
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33%
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60%
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100%
(25)
65%
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57%
(3)
67%
(13)
53%
(11)
60%
(13)
83%
(21)
97%
(10)
100%
(9)
0%
(14)
0%
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20%
(0)
19%
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38%
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37%
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36%
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67%
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40%
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40%
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75%
(9)
51%
(0)
36%
(1)
61%
(1)
50%
(0)
57%
(2)
100%
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88%
(3)
91%
(3)
91%
(0)
0%
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0%
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17%
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100%
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75%
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33%
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0%
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0%
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25%
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42%
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57%
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50%
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100%
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78%
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0%
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20%
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22%
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32%
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36%
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50%
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50%
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20%
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39%
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49%
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62%
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64%
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46%
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53%
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44%
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74%
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86%
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94%
(1)
14%
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29%
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0%
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11%
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0%
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33%
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0%
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45%
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50%
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64%
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43%
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38%
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33%
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58%
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60%
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59%
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76%
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100%
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91%
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33%
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33%
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0%
(1)
26%
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30%
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50%
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20%
(1)
50%
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40%
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43%
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39%
(1)
50%
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36%
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67%
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33%
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40%
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62%
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73%
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100%
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(0)
0%
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14%
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20%
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17%
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33%
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43%
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33%
(9)
50%
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33%
(18)
33%
(13)
50%
(0)
0%
(21)
54%
(3)
42%
(11)
67%
(2)
55%
(1)
0%
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67%
(3)
89%
(8)
83%
(3)
0%
(9)
17%
(12)
38%
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26%
(7)
20%
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41%
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0%
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0%
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50%
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47%
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43%
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22%
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47%
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40%
(9)
60%
(2)
45%
(1)
62%
(6)
57%
(2)
76%
(3)
62%
(1)
0%
(11)
0%
(20)
13%
(30)
0%
(68)
20%
(26)
36%
(23)
50%
(23)
33%
(32)
40%
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0%
(7)
33%
(0)
56%
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41%
(43)
38%
(3)
100%
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38%
(6)
69%
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90%
(1)
88%
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0%
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0%
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0%
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8%
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5%
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16%
(5)
18%
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0%
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12%
(49)
17%
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12%
(3)
25%
(87)
26%
(8)
24%
(25)
27%
(3)
33%
(3)
43%
(2)
31%
(47)
80%
(18)
100%
(4)
0%
(15)
0%
(6)
3%
(3)
6%
(8)
6%
(19)
0%
(7)
13%
(5)
0%
(2)
2%
(22)
3%
(10)
9%
(3)
6%
(5)
14%
(10)
0%
(15)
0%
(2)
11%
(8)
24%
(3)
10%
(1)
20%
(18)
0%
(4)
0%
(7)
0%
(3)
6%
(4)
0%
(6)
3%
(2)
5%
(1)
0%
(3)
0%
(12)
0%
(9)
9%
(0)
0%
(17)
6%
(1)
9%
(3)
0%
(0)
17%
(3)
38%
(1)
12%
(3)
0%
(4)|(7)

0%
14)

|(0)

0%
(17)

|(2)

(0)
17%
(45)
100
(107

|(0)

%
)
75%
(58)

|(0)

33%
(54)

|(0)

|(5)

(5)
0%
(81)
0%
(25)

|(9)

(0)
25%
(9)
42%
(65

|(1)

)
57%
(86)

|(1)

50%
(2)
1

|(0)

00%
(21)

|(2)

(7)

78%
(9)
67%
(0)

|(3)

(3)

75%
(87)
94%
(5)
1

|(0)
00%
(17)
|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
ect non-Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
Avoid threatening humanity
Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
(17)
100%
(12)
100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
(16)
100%
(9)
100%
(34)
100%
(15)
100%
(4)
0%
(7)
40%
(0)
50%
(9)
57%
(12)
40%
(11)
100%
(5)
100%
(8)
100%
(5)
100%
(7)
100%
(14)
80%
(3)
71%
(6)
67%
(2)
86%
(17)
83%
(12)
100%
(11)
100%
(14)
100%
(6)
100%
(7)
100%
(7)
33%
(7)
67%
(5)
50%
(3)
60%
(3)
100%
(1)
100%
(10)
80%
(6)
80%
(0)
100%
(17)
78%
(2)
100%
(5)
100%
(1)
80%
(5)
62%
(7)
100%
(20)
100%
(4)
97%
(3)
100%
(3)
60%
(0)
67%
(7)
33%
(12)
58%
(9)
57%
(9)
100%
(10)
88%
(8)
80%
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81%
(2)
83%
(45)
68%
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89%
(2)
74%
(0)
83%
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74%
(7)
87%
(30)
92%
(27)
94%
(8)
94%
(4)
50%
(9)
33%
(5)
67%
(12)
80%
(10)
67%
(8)
100%
(6)
67%
(40)
67%
(27)
62%
(0)
0%
(107)
64%
(3)
100%
(14)
70%
(2)
67%
(15)
80%
(12)
100%
(68)
95%
(21)
94%
(19)
100%
(6)
0%
(23)
43%
(12)
50%
(3)
42%
(9)
20%
(10)
50%
(3)
56%
(26)
67%
(15)
63%
(0)
25%
(58)
50%
(3)
50%
(1)
57%
(5)
59%
(6)
80%
(26)
84%
(5)
100%
(7)
97%
(2)
0%
(17)
60%
(11)
40%
(3)
43%
(9)
33%
(8)
50%
(3)
67%
(3)
71%
(23)
62%
(16)
64%
(0)
67%
(54)
50%
(3)
67%
(7)
80%
(1)
67%
(9)
100%
(6)
64%
(23)
82%
(10)
87%
(5)
95%
(1)
0%
(12)
0%
(5)
0%
(1)
0%
(10)
0%
(6)
33%
(3)
100%
(9)
100%
(13)
33%
(0)
80%
(3)
100%
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50%
(2)
50%
(6)
100%
(5)
50%
(23)
100%
(10)
100%
(2)
100%
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0%
(8)
0%
(10)
12%
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33%
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44%
(26)
29%
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0%
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67%
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60%
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100%
(81)
61%
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55%
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60%
(5)
67%
(18)
50%
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67%
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88%
(49)
98%
(22)
100%
(12)
0%
(5)
20%
(6)
20%
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33%
(27)
33%
(15)
38%
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0%
(13)
33%
(17)
60%
(5)
100%
(25)
65%
(10)
50%
(9)
57%
(3)
67%
(13)
53%
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60%
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83%
(21)
97%
(10)
100%
(9)
0%
(14)
0%
(7)
20%
(0)
19%
(2)
38%
(0)
37%
(0)
36%
(0)
67%
(0)
40%
(5)
40%
(5)
75%
(9)
51%
(0)
36%
(1)
61%
(1)
50%
(0)
57%
(2)
100%
(7)
88%
(3)
91%
(3)
91%
(0)
0%
(14)
0%
(17)
17%
(45)
100%
(107)
75%
(58)
33%
(54)
0%
(81)
0%
(25)
25%
(9)
42%
(65)
57%
(86)
50%
(2)
100%
(21)
78%
(9)
67%
(0)
75%
(87)
94%
(5)
100%
(17)
0%
(20)
20%
(3)
22%
(2)
32%
(5)
36%
(3)
50%
(3)
50%
(3)
20%
(3)
39%
(11)
35%
(10)
49%
(0)
58%
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62%
(3)
64%
(1)
46%
(3)
53%
(3)
44%
(28)
74%
(8)
86%
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94%
(1)
14%
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29%
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0%
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11%
(2)
0%
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33%
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0%
(5)
45%
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50%
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64%
(1)
43%
(86)
38%
(3)
33%
(3)
58%
(11)
60%
(9)
59%
(43)
76%
(25)
100%
(15)
91%
(3)
33%
(3)
33%
(2)
0%
(1)
26%
(0)
30%
(2)
50%
(1)
20%
(1)
50%
(2)
40%
(5)
43%
(3)
39%
(1)
50%
(2)
36%
(1)
67%
(3)
33%
(2)
40%
(2)
62%
(3)
73%
(3)
100%
(2)
100%
(0)
0%
(16)
14%
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20%
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17%
(10)
33%
(15)
43%
(5)
33%
(9)
50%
(6)
33%
(18)
33%
(13)
50%
(0)
0%
(21)
54%
(3)
42%
(11)
67%
(2)
55%
(1)
0%
(16)
67%
(3)
89%
(8)
83%
(3)
0%
(9)
17%
(12)
38%
(7)
26%
(7)
20%
(12)
41%
(6)
0%
(6)
0%
(5)
50%
(13)
47%
(11)
43%
(2)
22%
(9)
47%
(3)
40%
(9)
60%
(2)
45%
(1)
62%
(6)
57%
(2)
76%
(3)
62%
(1)
0%
(11)
0%
(20)
13%
(30)
0%
(68)
20%
(26)
36%
(23)
50%
(23)
33%
(32)
40%
(13)
0%
(7)
33%
(0)
56%
(28)
41%
(43)
38%
(3)
100%
(16)
38%
(6)
69%
(47)
90%
(1)
88%
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0%
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0%
(14)
0%
(4)
8%
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5%
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16%
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18%
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0%
(10)
12%
(49)
17%
(21)
12%
(3)
25%
(87)
26%
(8)
24%
(25)
27%
(3)
33%
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43%
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31%
(47)
80%
(18)
100%
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0%
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0%
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3%
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6%
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6%
(19)
0%
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13%
(5)
0%
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2%
(22)
3%
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9%
(3)
6%
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14%
(10)
0%
(15)
0%
(2)
11%
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24%
(3)
10%
(1)
20%
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0%
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0%
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0%
(3)
6%
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0%
(6)
3%
(2)
5%
(1)
0%
(3)
0%
(12)
0%
(9)
9%
(0)
0%
(17)
6%
(1)
9%
(3)
0%
(0)
17%
(3)
38%
(1)
12%
(3)
0%
(4)|0%
(3)

|22%
(2)

|2%
(5)
36
(3)

|50%
(3)

|50%
(3)

|20%
(3)

|39%
(11)
35%
(10)

|49%
(0)
58%
(65)

|62%
(3)

|64%
(1)

|6%
(3)

|53%
(3)
44%
(28)

|4%
(8)
86%
(10)

|4%
(1)
|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
ect non-Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
Avoid threatening humanity
Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
(17)
100%
(12)
100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
(16)
100%
(9)
100%
(34)
100%
(15)
100%
(4)
0%
(7)
40%
(0)
50%
(9)
57%
(12)
40%
(11)
100%
(5)
100%
(8)
100%
(5)
100%
(7)
100%
(14)
80%
(3)
71%
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67%
(2)
86%
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83%
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100%
(11)
100%
(14)
100%
(6)
100%
(7)
100%
(7)
33%
(7)
67%
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50%
(3)
60%
(3)
100%
(1)
100%
(10)
80%
(6)
80%
(0)
100%
(17)
78%
(2)
100%
(5)
100%
(1)
80%
(5)
62%
(7)
100%
(20)
100%
(4)
97%
(3)
100%
(3)
60%
(0)
67%
(7)
33%
(12)
58%
(9)
57%
(9)
100%
(10)
88%
(8)
80%
(17)
81%
(2)
83%
(45)
68%
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89%
(2)
74%
(0)
83%
(10)
74%
(7)
87%
(30)
92%
(27)
94%
(8)
94%
(4)
50%
(9)
33%
(5)
67%
(12)
80%
(10)
67%
(8)
100%
(6)
67%
(40)
67%
(27)
62%
(0)
0%
(107)
64%
(3)
100%
(14)
70%
(2)
67%
(15)
80%
(12)
100%
(68)
95%
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94%
(19)
100%
(6)
0%
(23)
43%
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50%
(3)
42%
(9)
20%
(10)
50%
(3)
56%
(26)
67%
(15)
63%
(0)
25%
(58)
50%
(3)
50%
(1)
57%
(5)
59%
(6)
80%
(26)
84%
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100%
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97%
(2)
0%
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60%
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40%
(3)
43%
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33%
(8)
50%
(3)
67%
(3)
71%
(23)
62%
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64%
(0)
67%
(54)
50%
(3)
67%
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80%
(1)
67%
(9)
100%
(6)
64%
(23)
82%
(10)
87%
(5)
95%
(1)
0%
(12)
0%
(5)
0%
(1)
0%
(10)
0%
(6)
33%
(3)
100%
(9)
100%
(13)
33%
(0)
80%
(3)
100%
(5)
50%
(2)
50%
(6)
100%
(5)
50%
(23)
100%
(10)
100%
(2)
100%
(3)
0%
(8)
0%
(10)
12%
(8)
33%
(40)
44%
(26)
29%
(23)
0%
(9)
67%
(17)
60%
(5)
100%
(81)
61%
(11)
55%
(22)
60%
(5)
67%
(18)
50%
(13)
67%
(32)
88%
(49)
98%
(22)
100%
(12)
0%
(5)
20%
(6)
20%
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33%
(27)
33%
(15)
38%
(16)
0%
(13)
33%
(17)
60%
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100%
(25)
65%
(10)
50%
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57%
(3)
67%
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53%
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60%
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83%
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97%
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100%
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0%
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0%
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20%
(0)
19%
(2)
38%
(0)
37%
(0)
36%
(0)
67%
(0)
40%
(5)
40%
(5)
75%
(9)
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38%
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69%
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0%
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8%
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16%
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25%
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80%
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|5%
(22)
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|4%
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38
(3)||3%
(3)

|8%
(11)
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(9)
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(43)

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100%
(15)
|1%
(3)|
|ect conspiracy theories
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Avoid harm
d threatening humanity
Be non-threatening
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ect non-Western views
Respect human rights
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Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
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Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
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100%
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100%
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100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
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100%
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0%
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40%
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57%
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33%
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67%
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|ect conspiracy theories
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Value human equality
Prioritize common good
Support democracy
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Balance both sides
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Support marginalized groups
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Be obedient
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100%
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100%
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100%
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100%
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86%
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67%
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100%
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75%
(87)
94%
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100%
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0%
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20%
(3)
22%
(2)
32%
(5)
36%
(3)
50%
(3)
50%
(3)
20%
(3)
39%
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35%
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49%
(0)
58%
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62%
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64%
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46%
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44%
(28)
74%
(8)
86%
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94%
(1)
14%
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29%
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0%
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11%
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0%
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33%
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0%
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45%
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50%
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64%
(1)
43%
(86)
38%
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33%
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58%
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60%
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59%
(43)
76%
(25)
100%
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91%
(3)
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33%
(2)
0%
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39%
(1)
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36%
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67%
(3)
33%
(2)
40%
(2)
62%
(3)
73%
(3)
100%
(2)
100%
(0)
0%
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14%
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20%
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17%
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33%
(15)
43%
(5)
33%
(9)
50%
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33%
(18)
33%
(13)
50%
(0)
0%
(21)
54%
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42%
(11)
67%
(2)
55%
(1)
0%
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67%
(3)
89%
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83%
(3)
0%
(9)
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38%
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26%
(7)
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41%
(6)
0%
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0%
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47%
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43%
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22%
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45%
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57%
(2)
76%
(3)
62%
(1)
0%
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0%
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13%
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0%
(68)
20%
(26)
36%
(23)
50%
(23)
33%
(32)
40%
(13)
0%
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33%
(0)
56%
(28)
41%
(43)
38%
(3)
100%
(16)
38%
(6)
69%
(47)
90%
(1)
88%
(3)
0%
(34)
0%
(14)
0%
(4)
8%
(27)
5%
(21)
16%
(5)
18%
(10)
0%
(10)
12%
(49)
17%
(21)
12%
(3)
25%
(87)
26%
(8)
24%
(25)
27%
(3)
33%
(3)
43%
(2)
31%
(47)
80%
(18)
100%
(4)
0%
(15)
0%
(6)
3%
(3)
6%
(8)
6%
(19)
0%
(7)
13%
(5)
0%
(2)
2%
(22)
3%
(10)
9%
(3)
6%
(5)
14%
(10)
0%
(15)
0%
(2)
11%
(8)
24%
(3)
10%
(1)
20%
(18)
0%
(4)
0%
(7)
0%
(3)
6%
(4)
0%
(6)
3%
(2)
5%
(1)
0%
(3)
0%
(12)
0%
(9)
9%
(0)
0%
(17)
6%
(1)
9%
(3)
0%
(0)
17%
(3)
38%
(1)
12%
(3)
0%
(4)|14%
17)
|20%
(5)

|17%
10)
33%
(15|)
43%
(5)
|33%
(9)
|50%
(6)

|33%
(18)
33%
(13)
|50%
(0)
0%
(21)
54%
(3)|42%
(11)
|67%
(2)||55%
(1)
0%
(16)
|67%
(3)
89%
(8)
|83%
(3)|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
ect non-Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
Avoid threatening humanity
Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
(17)
100%
(12)
100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
(16)
100%
(9)
100%
(34)
100%
(15)
100%
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0%
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40%
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50%
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57%
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40%
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100%
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100%
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100%
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100%
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100%
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80%
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71%
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67%
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86%
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83%
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100%
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100%
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100%
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100%
(7)
33%
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67%
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50%
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60%
(3)
100%
(1)
100%
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80%
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80%
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100%
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78%
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100%
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100%
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80%
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62%
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100%
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100%
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97%
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100%
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58%
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100%
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88%
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81%
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83%
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68%
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74%
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83%
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87%
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92%
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94%
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94%
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50%
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33%
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67%
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80%
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67%
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100%
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67%
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67%
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62%
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0%
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64%
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100%
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70%
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80%
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100%
(68)
95%
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94%
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100%
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0%
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43%
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50%
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42%
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50%
(3)
56%
(26)
67%
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63%
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25%
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50%
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50%
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57%
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59%
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80%
(26)
84%
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97%
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0%
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71%
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64%
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67%
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80%
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100%
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64%
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82%
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87%
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95%
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0%
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0%
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0%
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0%
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100%
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100%
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33%
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100%
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100%
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100%
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0%
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44%
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29%
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0%
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67%
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60%
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100%
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61%
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55%
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60%
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67%
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50%
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67%
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88%
(49)
98%
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0%
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51%
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61%
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57%
(2)
100%
(7)
88%
(3)
91%
(3)
91%
(0)
0%
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0%
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17%
(45)
100%
(107)
75%
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33%
(54)
0%
(81)
0%
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25%
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42%
(65)
57%
(86)
50%
(2)
100%
(21)
78%
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67%
(0)
75%
(87)
94%
(5)
100%
(17)
0%
(20)
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(3)
22%
(2)
32%
(5)
36%
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50%
(3)
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39%
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49%
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58%
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62%
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64%
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46%
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53%
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44%
(28)
74%
(8)
86%
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94%
(1)
14%
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29%
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0%
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11%
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64%
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73%
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100%
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100%
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(21)
54%
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0%
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33%
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56%
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41%
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100%
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69%
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90%
(1)
88%
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0%
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8%
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80%
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12)
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|50%
(13)
47%
(11)
|43%
(2)
22%
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(9)
|60%
(2)
|45%
(1)|62%
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76%
(3)
|62%
(1)|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
ect non-Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
Avoid threatening humanity
Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
(17)
100%
(12)
100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
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100%
(9)
100%
(34)
100%
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100%
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0%
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40%
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50%
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57%
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40%
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100%
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100%
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100%
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80%
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71%
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67%
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86%
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83%
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100%
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100%
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100%
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100%
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33%
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67%
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50%
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60%
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100%
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100%
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80%
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80%
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100%
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78%
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100%
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100%
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80%
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62%
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100%
(20)
100%
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97%
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100%
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60%
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67%
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58%
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100%
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88%
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81%
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83%
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68%
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74%
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83%
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87%
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92%
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94%
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94%
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67%
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80%
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67%
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100%
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67%
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67%
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62%
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0%
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100%
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70%
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80%
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100%
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95%
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94%
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100%
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0%
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42%
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56%
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67%
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80%
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44%
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100%
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55%
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67%
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88%
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98%
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61%
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100%
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88%
(3)
91%
(3)
91%
(0)
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100%
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75%
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33%
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0%
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0%
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25%
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42%
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57%
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50%
(2)
100%
(21)
78%
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67%
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75%
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94%
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100%
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0%
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22%
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32%
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36%
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50%
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20%
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39%
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49%
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58%
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62%
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64%
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46%
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53%
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44%
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74%
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86%
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94%
(1)
14%
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29%
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11%
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33%
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64%
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43%
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62%
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14%
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33%
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43%
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50%
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50%
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54%
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67%
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100%
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69%
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0%
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8%
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5%
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18%
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17%
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25%
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24%
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43%
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31%
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80%
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0%
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3%
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6%
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6%
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3%
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6%
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20%
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0%
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0%
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0%
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0%
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3%
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(1)
0%
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0%
(12)
0%
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9%
(0)
0%
(17)
6%
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0%
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17%
(3)
38%
(1)
12%
(3)
0%
(4)|0%
11)|0%
(20)

|13%
(30)
0%
(68|)
20%
(26)

|36%
(23)

|50%
(23)

|33%
(32)
40%
(13)|0%
(7)
33%
(0)
56%
(28|)
41%
(43)
|38%
(3)
1
|00%
(16)
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(6)

|69%
(47)
90%
(1)
|88%
(3)|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
ect non-Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
Avoid threatening humanity
Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
(17)
100%
(12)
100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
(16)
100%
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100%
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100%
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0%
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40%
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50%
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57%
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40%
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80%
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71%
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67%
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86%
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100%
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33%
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67%
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50%
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60%
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100%
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100%
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80%
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80%
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78%
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100%
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100%
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80%
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62%
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100%
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100%
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97%
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100%
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60%
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67%
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81%
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68%
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74%
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92%
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94%
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50%
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67%
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80%
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67%
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100%
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67%
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67%
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62%
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0%
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64%
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100%
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80%
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100%
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95%
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100%
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0%
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43%
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42%
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50%
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56%
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67%
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63%
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50%
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57%
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59%
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80%
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84%
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82%
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44%
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0%
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60%
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100%
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91%
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91%
(0)
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100%
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33%
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0%
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42%
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57%
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50%
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100%
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78%
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67%
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75%
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94%
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0%
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22%
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32%
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49%
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14%
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73%
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69%
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16%
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17%
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25%
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(25)
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(18)
1|00%
(4)|
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
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Respect human rights
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Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
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rt marginalized groups
Be helpful
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Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
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Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
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100%
(17)
100%
(12)
100%
(14)
100%
(20)
86%
(74)
67%
(3)
100%
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100%
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100%
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100%
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100%
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0%
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40%
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57%
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33%
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67%
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60%
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80%
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80%
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78%
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80%
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62%
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97%
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92%
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80%
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100%
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67%
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67%
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62%
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0%
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91%
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91%
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33%
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0%
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42%
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57%
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50%
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78%
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22%
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32%
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49%
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76%
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26%
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90%
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(4)|0%
(6)|3%
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(1)

|20%
(18)||
|ect conspiracy theories
void racism and sexism
Reject cruelty
Avoid harm
d threatening humanity
Be non-threatening
 confident in responses
ect non-Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
oid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
oid human-like identity
rt marginalized groups
Be helpful
Be obedient
Protect free speech
Reject conspiracy theories
Avoid racism and sexism
Reject cruelty
Avoid harm
Avoid threatening humanity
Be non~~-~~threatening
Be confident in responses
Respect non~~-~~Western views
Respect human rights
Value human equality
Prioritize common good
Support democracy
Avoid professional advice
Balance both sides
Value individual liberty
Rectify systemic bias
Avoid human~~-~~like identity
Support marginalized groups
Be helpful
Be obedient
Protect free speech
100%
(23)
100%
(17)
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(12)
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(14)
100%
(20)
86%
(74)
67%
(3)
100%
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(4)||
Figure 4: Principle supremacy matrix for the human annotator of the HH-RLHF dataset. The ( _i, j_ ) entry indicates the
proportion of times that the _i_ [th] principle ‘wins’ over the _j_ [th] principle. A win is considered when the principles conflict,
and the _i_ [th] principle agrees with the human label whereas the _j_ [th] principles disagrees with the human label. We also
note the total number of cases of conflict per pair of principles. Empty entries indicates that the pair have never been in
conflict. The principles are sorted in descending order of their priority weights, reaffirming that principles with higher
priority weight are more likely to ‘win’ over a principle with lower weight.
AI Alignment at Your Discretion
Table 2: Discretion discrepancy (Def. 10) with their bootstrap standard errors for HH and PKU across annotators. The
discrepancy is measured with respect to the (general) preference of the human annotator.
**Annotator Type** **Configuration** **Discrepancy** (%)


General 0 0
Human Helpfulness           - 25 _._ 6 ( _±_ 4.3)
Safety                        - 32 _._ 1 ( _±_ 3.9)
Llama-3 8B (fine-tuned) 14 _._ 3 ( _±_ 4.8) 15 _._ 9 ( _±_ 3.7)
Reward Model Mistral-7B (fine-tuned) 20 _._ 5 ( _±_ 5.8) 16 _._ 1 ( _±_ 3.9)
Most downloaded 28 _._ 4 ( _±_ 6.0) 36 _._ 3 ( _±_ 3.9)
LLM
Llama-3 8B (base) 69 _._ 0 ( _±_ 5.0) 51 _._ 3 ( _±_ 6.7)
Llama-3 8B (fine-tuned) 71 _._ 2 ( _±_ 4.3) 51 _._ 9 ( _±_ 6.3)
Mistral-7B (base) 39 _._ 1 ( _±_ 7.0) 42 _._ 3 ( _±_ 6.2)
Mistral-7B (fine-tuned) 43 _._ 9 ( _±_ 7.6) 48 _._ 2 ( _±_ 6.9)
DeepSeek-V3 52 _._ 8 ( _±_ 6.5) 16 _._ 1 ( _±_ 2.7)
GPT-4o 35 _._ 1 ( _±_ 5.1) 25 _._ 1 ( _±_ 3.6)
Claude 3.5 Sonnet 36 _._ 6 ( _±_ 6.0) 22 _._ 2 ( _±_ 3.7)
(see Def. 9) are shown in Fig. 5 for HH (see Fig. 12 for PKU). Both figures indicate that the human annotator clearly
prefers responses that agree with the principles ‘ _reject conspiracy theories_ ’, ‘ _avoid racism and sexism_ ’ and ‘ _reject_
_cruelty_ ’ the most. Low-priority principles are ‘ _be helpful_ ’, ‘ _be obedient_ ’, and ‘ _protect free speech_ ’, which matches the
fact that this partition of the dataset was focused on avoiding harm rather than being helpful. Yet, no principles are
absolutely followed or avoided during conflicts, suggesting that the human annotator makes full use of the discretionary
latitude they are provided.
**How do algorithmic annotators prioritize principles?** As with the human annotators, we compute principle priorities of the algorithmic annotators in Fig. 5. Here, the fine-tuned reward models mirror human annotators quite well.
Yet, stark differences can still be observed, e.g., Mistral RM gives the principle ‘ _respect non-Western views_ ’ far less
priority than the human annotator does. The principle priority differs more for the most downloaded reward model per
dataset, as these were also trained on other datasets. Disconcertingly, the LLMs fine-tuned using these RMs clearly
prioritize principles differently, suggesting it is a poor fit to human discretion. Also remarkable is that the off-theshelf LLMs – GPT-4o, DeepSeek-V3 and Claude 3.5 Sonnet – generally share similar prioritizations of principles, in
particular putting the principles ‘ _support democracy_ ’, ‘ _respect human rights_ ’, and ‘ _respect non-Western views_ ’ mostly
on top. The similarity in priorities among them is also observed on PKU (see Fig. 12). However, recall from Def. 9
that differences between principle priorities are modeled at a logistic scale. Differences in priorities that are visually
subtle on the linear scale of Fig. 5 should thus not be disregarded, as they can represent clear patterns in how often
principles win out, similar to how small differences ELO scores in competitive games can represent significant skill
gaps. Hence, we also visualize only the ranks of principle priorities in Fig. 13, where it is clear that DeepSeek assigns
higher priority to principles like ‘ _be helpful_ ’ than other principles compared to GPT-4o and Claude 3.5 Sonnet. Some
examples of where this occurs can be seen in Appendix D.
**Do humans and algorithms exercise similar discretion?** As expected from Fig. 5, the discretion discrepancy metrics
(see Sec. 5.3) reported in Tab. 2, identify a substantial discrepancy between human and algorithmic discretion, particularly for Llama-3 and Mistral ( _≈_ 40% to 70%). On the other hand, the reward models show moderate alignment with
human principle prioritization ( _≈_ 15% to 20%). The off-the-shelf RM and LLMs sit in between. Notably, DeepSeekV3’s discrepancy with the human annotator is far higher on HH (52.8%) than on PKU (16.1%), compared to the gaps
observed between these values for GPT-4o and Claude 3.5 Sonnet ( _≈_ 35% on HH and _≈_ 24% on PKU). This could be
explained by remarking that the single-dimensional preference annotation by humans in PKU has a lower discrepancy
with ‘helpfulness’ than with ‘safety’, indicating that the ‘general’ preference in fact prioritized the former – DeepSeek
too may then prioritize helpfulness more, as also suggested by our findings on DeepSeek’s tendency to prioritize ‘ _be_
_helpful_ ’ over other principles in Fig. 5 and Fig. 13. Again, we refer to some examples in Appendix D.
|aMa-8B (finetuned)|Col2|
|---|---|
|*
*
*
*
*
*
*
*
*
*
*
*
*
|*
*
*
*
*
*
*
*
*
*
*
*
*
|
|5
10
|15
|
Figure 5: Principle priorities (Def. 9) for each annotator of the HH dataset, excluding the base LLMs. Each plot represents an independent system of principle
priorities specific to an annotator, so values are not comparable across subplots. Bars are shaded by principle ranking, with x-axis scales adjusted per annotator to
reflect their full range. Red asterisks indicate principles that are never prioritized (i.e. with weight of negative infinity) while white asterisks indicate principles
that are always prioritized (i.e. with weight of positive infinity). The principles, of which the full description is given in Tab. 3, were interpreted in a broad sense –
principles like ‘ _support democracy_ ’ can generally refer to a preference for responses that avoid subversion of the government.
AI Alignment at Your Discretion

Maarten Buyl
Hadi Khalaf
Claudio Mayrink Verdun
Lucas Monteiro Paes
Caio C. Vieira Machado
Flavio du Pin Calmon