Siyuan Guo
Siyuan Guo has 2 papers in our library, in 2024, most of them on Language models & pretraining, Reasoning; often with Aniket Didolkar, Anirudh Goyal, Cheng Deng.
OpenAlex · ORCID · h-index 4 · 10 works · 53 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 83 times in our library · ⭐ Paper Stars ranking: #8532
Affiliations
Fields, topics and concepts
📚 Shelves 7The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 2 worksInformation Systems · 1 workApplied Mathematics · 1 workArts and Humanities · 1 workLanguage and Linguistics · 1 workMathematics · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 1 workReasoning · 1 work
Works by year
2020s
Papers
- DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning (2024 · 50 citations)
Agents built on large language models often fail at automated machine learning because they propose poorly grounded experiment plans and hallucinate, even with GPT-4. - Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving (2024 · 45 citations)
The authors ask whether large language models have something like metacognitive knowledge, meaning an awareness of which skills a task calls for, and whether that awareness can be used to improve their performance.
Co-authors here
- Aniket Didolkar
- Anirudh Goyal
- Cheng Deng
- Danilo Jimenez Rezende
- Jun Wang
- Michael C. Mozer
- Michal Valko
- Nan Rosemary Ke
- Sanjeev Arora
- Timothy Lillicrap
- Yi Chang
- Ying Wen
Cited by
Updated
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