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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 • 148
epfl-dlab/spp-t0-mt-3b-instruct
Text Generation • 3B • Updated • 164
epfl-dlab/spp-t0-3b-instruct
Text Generation • 3B • Updated • 180
epfl-dlab/spp-filtered-3b-instruct
Text Generation • 3B • Updated • 145
epfl-dlab/spp-vanilla-3b-instruct
Text Generation • 3B • Updated • 177
epfl-dlab/spp-mt-3b-base
Text Generation • 3B • Updated • 110
epfl-dlab/spp-t0-mt-3b-base
Text Generation • 3B • Updated • 90
epfl-dlab/spp-t0-3b-base
Text Generation • 3B • Updated • 190
epfl-dlab/spp-filtered-3b-base
Text Generation • 3B • Updated • 225
epfl-dlab/spp-vanilla-3b-base
Text Generation • 3B • Updated • 191
datasets 7
epfl-dlab/llaza-200B
Viewer • Updated • 190M • 554
epfl-dlab/llaza-20B
Viewer • Updated • 18.8M • 174
epfl-dlab/llaza-1B
Viewer • Updated • 879k • 102 • 1
epfl-dlab/zip2zip-1B
Viewer • Updated • 961k • 214
epfl-dlab/JSONSchemaBench
Viewer • Updated • 19.1k • 3.61k • 12
epfl-dlab/zip2zip-1B-no-split
Viewer • Updated • 961k • 72
epfl-dlab/gsm8k
Viewer • Updated • 8.79k • 45