Orca 2: Teaching Small Language Models How to Reason Paper • 2311.11045 • Published Nov 18, 2023 • 70
SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step Reasoning Paper • 2308.00436 • Published Aug 1, 2023 • 21
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Paper • 2310.11511 • Published Oct 17, 2023 • 74
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Paper • 2305.10601 • Published May 17, 2023 • 10
TinyGSM: achieving >80% on GSM8k with small language models Paper • 2312.09241 • Published Dec 14, 2023 • 37
The Impact of Reasoning Step Length on Large Language Models Paper • 2401.04925 • Published Jan 10 • 15
Mixture-of-Instructions: Comprehensive Alignment of a Large Language Model through the Mixture of Diverse System Prompting Instructions Paper • 2404.18410 • Published Apr 29
NumLLM: Numeric-Sensitive Large Language Model for Chinese Finance Paper • 2405.00566 • Published May 1
Self-Discover: Large Language Models Self-Compose Reasoning Structures Paper • 2402.03620 • Published Feb 6 • 109
Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning Paper • 2406.12050 • Published Jun 17 • 18
Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement Paper • 2310.08559 • Published Oct 12, 2023 • 1
Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs Paper • 2406.18629 • Published Jun 26 • 40