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DARK lab

@ucldark.com

UCL Deciding, Acting, and Reasoning with Knowledge (DARK) Lab at UCL led by @rockt.ai, @egrefen.bsky.social, @jparkerholder.bsky.social, and Roberta Raileanu. ucldark.com

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Latest posts by DARK lab @ucldark.com

@ucl-dark.bsky.social entered the stage! Thanks @lauraruis.bsky.social :)

25.11.2024 14:36 πŸ‘ 18 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0

Check out Tim's start pack for Open-Endedness on Bluesky!

25.11.2024 14:16 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

How do LLMs learn to reason from data? Are they ~retrieving the answers from parametric knowledge🦜? In our new preprint, we look at the pretraining data and find evidence against this:

Procedural knowledge in pretraining drives LLM reasoning βš™οΈπŸ”’

πŸ§΅β¬‡οΈ

20.11.2024 16:31 πŸ‘ 854 πŸ” 137 πŸ’¬ 36 πŸ“Œ 24

The LLM parrot analogy is dead. Fantastic work by UCL DARK's @lauraruis.bsky.social on rigorously investigating whether LLMs learn reasoning from procedural knowledge during pretraining.

22.11.2024 11:12 πŸ‘ 50 πŸ” 4 πŸ’¬ 0 πŸ“Œ 0

Excited to announce "BALROG: a Benchmark for Agentic LLM and VLM Reasoning On Games" led b UCL DARK's @dpaglieri.bsky.social! Douwe Kiela plot below is maybe the scariest for AI progress β€” LLM benchmarks are saturating at an accelerating rate. BALROG to the rescue. This will keep us busy for years.

22.11.2024 11:27 πŸ‘ 125 πŸ” 15 πŸ’¬ 3 πŸ“Œ 1