Search Results for author: Xavier Martinet

Found 5 papers, 3 papers with code

WorldSense: A Synthetic Benchmark for Grounded Reasoning in Large Language Models

1 code implementation27 Nov 2023 Youssef Benchekroun, Megi Dervishi, Mark Ibrahim, Jean-Baptiste Gaya, Xavier Martinet, Grégoire Mialon, Thomas Scialom, Emmanuel Dupoux, Dieuwke Hupkes, Pascal Vincent

We propose WorldSense, a benchmark designed to assess the extent to which LLMs are consistently able to sustain tacit world models, by testing how they draw simple inferences from descriptions of simple arrangements of entities.

In-Context Learning

HyperTree Proof Search for Neural Theorem Proving

no code implementations23 May 2022 Guillaume Lample, Marie-Anne Lachaux, Thibaut Lavril, Xavier Martinet, Amaury Hayat, Gabriel Ebner, Aurélien Rodriguez, Timothée Lacroix

With a similar computational budget, we improve the state of the art on the Lean-based miniF2F-curriculum dataset from 31% to 42% proving accuracy.

Automated Theorem Proving

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