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EPFL Data Science & AI Lab (dlab)
AI safety · alignment · language models
The Data Science & AI Lab at EPFL, led by Robert West, works on AI safety and alignment: how language models acquire values, how those values can be installed early enough to hold, and how to tell whether they actually did. Alongside that we study what models represent internally and how to make them more efficient. This Hub hosts the models, datasets, and benchmarks from our public releases.
Research projects
| Project | Paper | Code | On the Hub |
|---|---|---|---|
| SPP — installing an assistant persona from token zero | — | GitHub | 🏛️ dlab-spp |
| zip2zip — inference-time adaptive tokenization via online compression | arXiv | GitHub | Models |
| JSONSchemaBench — benchmarking constrained decoding on real-world JSON schemas | arXiv | GitHub | Dataset |
| Llaza — pretraining data mixtures | — | — | Collection |
Synthetic Persona Pretraining has its own organization — @dlab-spp — with all models, the pretraining and post-training data, and the evaluation benchmarks.
Browse all GitHub repositories or visit the lab website.
models 43
epfl-dlab/spp-mt-3b-instruct
Text Generation • 3B • Updated • 139
epfl-dlab/spp-t0-mt-3b-instruct
Text Generation • 3B • Updated • 154
epfl-dlab/spp-t0-3b-instruct
Text Generation • 3B • Updated • 170
epfl-dlab/spp-filtered-3b-instruct
Text Generation • 3B • Updated • 135
epfl-dlab/spp-vanilla-3b-instruct
Text Generation • 3B • Updated • 168
epfl-dlab/spp-mt-3b-base
Text Generation • 3B • Updated • 100
epfl-dlab/spp-t0-mt-3b-base
Text Generation • 3B • Updated • 85
epfl-dlab/spp-t0-3b-base
Text Generation • 3B • Updated • 181
epfl-dlab/spp-filtered-3b-base
Text Generation • 3B • Updated • 211
epfl-dlab/spp-vanilla-3b-base
Text Generation • 3B • Updated • 182
datasets 7
epfl-dlab/llaza-200B
Viewer • Updated • 190M • 557
epfl-dlab/llaza-20B
Viewer • Updated • 18.8M • 161
epfl-dlab/llaza-1B
Viewer • Updated • 879k • 103 • 1
epfl-dlab/zip2zip-1B
Viewer • Updated • 961k • 213
epfl-dlab/JSONSchemaBench
Viewer • Updated • 19.1k • 3.43k • 12
epfl-dlab/zip2zip-1B-no-split
Viewer • Updated • 961k • 72
epfl-dlab/gsm8k
Viewer • Updated • 8.79k • 44