Ruirui Li
Ruirui Li has 2 papers in our library, in 2024, most of them on Language models & pretraining, Reasoning; often with Zheng Li, Bing Yin, Binxuan Huang.
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📄 2 works in our library · 🔗 Cited 60 times in our library · ⭐ Paper Stars ranking: #8277
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 worksComputer Vision and Pattern Recognition · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksReasoning · 2 works
Works by year
2020s
Papers
- Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs (2024 · 89 citations)
LLMs often hallucinate on knowledge-heavy questions. Standard retrieval augmentation treats each document as a separate unit, so it misses knowledge carried by links between texts, such as citations, co-purchases or legal references. Turning whole neighbourhoods into text is also impractical, because subgraphs grow… - Inductive or Deductive? Rethinking the Fundamental Reasoning Abilities of LLMs (2024 · 16 citations)
Research on LLM reasoning usually blends two distinct abilities. Deduction applies a known rule to particular cases, and induction extracts a rule from examples. The authors ask which of the two is the real bottleneck. They run the same task in four settings: zero-shot with the rule stated, few-shot with the rule…
Co-authors here
- Zheng Li ×2
- Bing Yin
- Binxuan Huang
- Bowen Jin
- Chulin Xie
- Haoming Jiang
- Jiawei Han
- Jiawei Zhang
- Jingfeng Yang
- Shiyang Li
- Suhang Wang
- Xian Li
Venues
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2024
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