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NeurIPS 2026Nokia Bell LabsInstitut Polytechnique de ParisNokia networks GmbHINRIALLM reasoning & chain of thought

Externalized CPDAG Summaries Improve LLM Causal Deduction

Structured Thinking externalizes typed CPDAG summaries before reasoning, raising LLM causal deduction F1 by up to 13.4 points on Corr2Cause.

Wentao Sun, João P Nogueira, Dominique Verchere, Mathieu Acher and 1 more

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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15/20 AI panelreviewers recommend it

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AI panel: 15 of 20 reviewers recommend it
lenient 3/5
medium 9/10
strict 3/5
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NeurIPS 2026U CambridgeIsomorphic labsGoogle DeepMindImperial College LondonELLIS Institute Tübingen, MPI-ISReward models & LLM-as-a-judge

Rethinking Rubric Generation for Improving LLM Judge and Reward Modeling for Open-ended Tasks

RRD refines rubrics via recursive decomposition and filtering to improve LLM judge accuracy and reinforcement training rewards on open-ended tasks.

William Shen, Xinchi Qiu, Chenxi Whitehouse, Lisa Alazraki and 5 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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17/20 AI panelreviewers recommend it

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AI panel: 17 of 20 reviewers recommend it
lenient 5/5
medium 10/10
strict 2/5