Gabriel Poesia
Gabriel Poesia has 2 papers in our library, in 2023, most of them on Language models & pretraining, Reasoning; often with Noah D. Goodman, Eric Zelikman, Joy He-Yueya.
OpenAlex · ORCID · h-index 7 · 39 works · 173 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 206 times in our library · 6 more in our library without a page yet · ⭐ Paper Stars ranking: #7374
Affiliations
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksLanguage and Linguistics · 2 worksComputational Theory and Mathematics · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksReasoning · 2 works
Works by year
2020s
Papers
- Solving Math Word Problems by Combining Language Models With Symbolic Solvers (2023 · 77 citations)
The paper addresses a weakness in tool-augmented LLM approaches to math word problems. Methods like PAL turn a problem into a Python program, which works well for step-by-step procedures. It is awkward, however, when a solution is better stated as relations among unknown quantities. The authors instead have an LLM… - Parsel: Algorithmic Reasoning with Language Models by Composing Decompositions (2023 · 56 citations)
Large language models that write code tend to break down on long, multi-step tasks, because a single wrong token can ruin an entire program.
All works
- Solving Math Word Problems by Combining Language Models With Symbolic SolversarXiv:2304.09102Joy He-Yueya, Gabriel Poesia, Rose E. Wang, et al.2023 · 77 citations
- Parsel: Algorithmic Reasoning with Language Models by Composing DecompositionsConference on Neural Information Processing Systems (NeurIPS)Eric Zelikman, Qian Huang, Gabriel Poesia, et al.2023 · 56 citations
- Formal Mathematical Reasoning: A New Frontier in AI ↗arXiv:2412.16075 · no summary yetKaiyu Yang et al.2024 · 49 citations
- Learning Formal Mathematics From Intrinsic Motivation ↗arXiv:2407.00695 · no summary yetGabriel Poesia et al.2024 · 23 citations
- Certified Deductive Reasoning with Language Models ↗arXiv:2306.04031 · no summary yetGabriel Poesia et al.2023 · 23 citations
- Peano: Learning Formal Mathematical Reasoning ↗arXiv:2211.15864 · no summary yetGabriel Poesia, Noah D. Goodman2022 · 19 citations
- h4rm3l: A language for Composable Jailbreak Attack Synthesis ↗arXiv (Cornell University) · no summary yetMoussa Doumbouya et al.2024 · 9 citations
- Formal Reasoning Meets LLMs: Toward AI for Mathematics and Verification ↗Communications of the ACM · no summary yetKaiyu Yang et al.2026 · 1 citation
Co-authors here
Venues
- Conference on Neural Information Processing Systems (NeurIPS): NeurIPS 2023
- Communications of the ACM
Cited by
Updated
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