prithivida commited on
Commit
7592782
·
verified ·
1 Parent(s): c935197

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +1 -1
README.md CHANGED
@@ -73,7 +73,7 @@ SPLADE models are a fine balance between retrieval effectiveness (quality) and r
73
  **TL;DR of Our attempt & results**
74
  1. FLOPS tuning: Seperate **Seq lens and Severely restrictive token budget** doc(128) & query(24) NOT 256 unlike Official SPLADE++. Inspired from **SparseEmbed** (instead of 2 models for query & doc).
75
  3. Init Weights: Vanilla **bert-base-uncased**. No corpus awarness unlike Official splade++ / ColBERT
76
- 4. Achieves a modest yet competitive effectiveness **MRR@10 37.22** in ID data (& OOD) and a retrieval latency of - **47.27ms**. (multi-threaded) all On **Consumer grade-GPUs** with **only 5 negatives per query**.
77
  4. For Industry setting: Effectiveness on custom domains needs more than just **Trading FLOPS for tiny gains** and The Premise "SPLADE++ are not well suited to mono-cpu retrieval" does not hold.
78
 
79
  <img src="./ID.png" width=750 height=650/>
 
73
  **TL;DR of Our attempt & results**
74
  1. FLOPS tuning: Seperate **Seq lens and Severely restrictive token budget** doc(128) & query(24) NOT 256 unlike Official SPLADE++. Inspired from **SparseEmbed** (instead of 2 models for query & doc).
75
  3. Init Weights: Vanilla **bert-base-uncased**. No corpus awarness unlike Official splade++ / ColBERT
76
+ 4. Yet achieves competitive effectiveness of MRR@10 **37.22** in ID data (& OOD) and a retrieval latency of - **47.27ms**. (multi-threaded) all On **Consumer grade-GPUs** with **only 5 negatives per query**.
77
  4. For Industry setting: Effectiveness on custom domains needs more than just **Trading FLOPS for tiny gains** and The Premise "SPLADE++ are not well suited to mono-cpu retrieval" does not hold.
78
 
79
  <img src="./ID.png" width=750 height=650/>