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Foundation AI Papers

Curated List of Must-Reads on LLM reasoning at Temus AI team

Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models

Paper • 2310.04406 • Published Oct 6, 2023 • 8
Chain-of-Thought Reasoning Without Prompting

Paper • 2402.10200 • Published Feb 15, 2024 • 105
ICDPO: Effectively Borrowing Alignment Capability of Others via In-context Direct Preference Optimization

Paper • 2402.09320 • Published Feb 14, 2024 • 6
Self-Discover: Large Language Models Self-Compose Reasoning Structures

Paper • 2402.03620 • Published Feb 6, 2024 • 115

Large Language Model (LLM) and NLP related papers.

about 7 hours ago

LoRA+: Efficient Low Rank Adaptation of Large Models

Paper • 2402.12354 • Published Feb 19, 2024 • 6
The FinBen: An Holistic Financial Benchmark for Large Language Models

Paper • 2402.12659 • Published Feb 20, 2024 • 21
TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization

Paper • 2402.13249 • Published Feb 20, 2024 • 13
TrustLLM: Trustworthiness in Large Language Models

Paper • 2401.05561 • Published Jan 10, 2024 • 69

Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization

Paper • 2405.15071 • Published May 23, 2024 • 38
Grokking at the Edge of Numerical Stability

Paper • 2501.04697 • Published Jan 8 • 1

Papers - Reasoning - Grokking

Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization

Paper • 2405.15071 • Published May 23, 2024 • 38

Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Paper • 2310.11511 • Published Oct 17, 2023 • 76
Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization

Paper • 2405.15071 • Published May 23, 2024 • 38

llm_explanation

Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization

Paper • 2405.15071 • Published May 23, 2024 • 38

Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization

Paper • 2405.15071 • Published May 23, 2024 • 38

Papers - Reasoning

Same Task, More Tokens: the Impact of Input Length on the Reasoning Performance of Large Language Models

Paper • 2402.14848 • Published Feb 19, 2024 • 18
Teaching Large Language Models to Reason with Reinforcement Learning

Paper • 2403.04642 • Published Mar 7, 2024 • 46
How Far Are We from Intelligent Visual Deductive Reasoning?

Paper • 2403.04732 • Published Mar 7, 2024 • 21
Learning to Reason and Memorize with Self-Notes

Paper • 2305.00833 • Published May 1, 2023 • 5

Can Large Language Models Understand Context?

Paper • 2402.00858 • Published Feb 1, 2024 • 23
Efficient Tool Use with Chain-of-Abstraction Reasoning

Paper • 2401.17464 • Published Jan 30, 2024 • 19
ReFT: Reasoning with Reinforced Fine-Tuning

Paper • 2401.08967 • Published Jan 17, 2024 • 30
The Impact of Reasoning Step Length on Large Language Models

Paper • 2401.04925 • Published Jan 10, 2024 • 18

DeepSeek LLM: Scaling Open-Source Language Models with Longtermism

Paper • 2401.02954 • Published Jan 5, 2024 • 44
Perspectives on the State and Future of Deep Learning -- 2023

Paper • 2312.09323 • Published Dec 7, 2023 • 8
Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization

Paper • 2405.15071 • Published May 23, 2024 • 38
Sibyl: Simple yet Effective Agent Framework for Complex Real-world Reasoning

Paper • 2407.10718 • Published Jul 15, 2024 • 18

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