Good Papers

Showing papers from UCL & FAIR Show all papers

71%Highly rated
?Highly ratedVote to see the score
NeurIPS 2026StanfordU OxfordUCL & FAIRMetaGoogle DeepMindLLM reasoning & chain of thought

Asking the Right Questions: Improving Reasoning with Generated Stepping Stones

ARQ introduces a question generator that produces transferable intermediate stepping stones, improving reasoning LLM performance via fine-tuning on synthetic data.

Hengyuan Hu, Tingchen Fu, Minqi Jiang, Alexander Miller and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

– ReadersNo votes yet
6/20 AI panelreviewers recommend it

Readers and the AI panel: vote on this paper to see what they said.

Only vote on papers you've read. Sign in with GitHub to vote.

AI panel: 6 of 20 reviewers recommend it
lenient 4/5
medium 2/10
strict 0/5
78%Highly rated
?Highly ratedVote to see the score
NeurIPS 2026RecursiveU EdinburghNew YorkU OxfordU British ColumbiaLLM agents & planning

Hyperagents

Hyperagents integrate editable task and meta agents to enable metacognitive self-modification, with DGM-H improving across domains and accumulating meta-level improvements.

Jenny Zhang, Bingchen Zhao, Wannan Yang, Jakob Foerster and 4 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

– ReadersNo votes yet
11/20 AI panelreviewers recommend it

Readers and the AI panel: vote on this paper to see what they said.

Only vote on papers you've read. Sign in with GitHub to vote.

AI panel: 11 of 20 reviewers recommend it
lenient 4/5
medium 6/10
strict 1/5