Chain-of-Knowledge: Integrating Knowledge Reasoning into Large Language Models by Learning from Knowledge Graphs Paper • 2407.00653 • Published Jun 30 • 11
Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs Paper • 2406.18629 • Published Jun 26 • 40
Whiteboard-of-Thought: Thinking Step-by-Step Across Modalities Paper • 2406.14562 • Published Jun 20 • 27
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models Paper • 2406.04271 • Published Jun 6 • 27
Cognitive Map for Language Models: Optimal Planning via Verbally Representing the World Model Paper • 2406.15275 • Published Jun 21 • 10
Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning Paper • 2406.12050 • Published Jun 17 • 17
Improve Mathematical Reasoning in Language Models by Automated Process Supervision Paper • 2406.06592 • Published Jun 5 • 24
Test of Time: A Benchmark for Evaluating LLMs on Temporal Reasoning Paper • 2406.09170 • Published Jun 13 • 24
To Compress or Not to Compress- Self-Supervised Learning and Information Theory: A Review Paper • 2304.09355 • Published Apr 19, 2023 • 5
Towards Building Specialized Generalist AI with System 1 and System 2 Fusion Paper • 2407.08642 • Published Jul 11 • 9
Teaching Large Language Models to Reason with Reinforcement Learning Paper • 2403.04642 • Published Mar 7 • 46
Self-Discover: Large Language Models Self-Compose Reasoning Structures Paper • 2402.03620 • Published Feb 6 • 109
Skywork-Math: Data Scaling Laws for Mathematical Reasoning in Large Language Models -- The Story Goes On Paper • 2407.08348 • Published Jul 11 • 50
Case2Code: Learning Inductive Reasoning with Synthetic Data Paper • 2407.12504 • Published Jul 17 • 7
Internal Consistency and Self-Feedback in Large Language Models: A Survey Paper • 2407.14507 • Published Jul 19 • 45
CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis Paper • 2407.13301 • Published Jul 18 • 54
Self-Training with Direct Preference Optimization Improves Chain-of-Thought Reasoning Paper • 2407.18248 • Published Jul 25 • 30
Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers Paper • 2408.06195 • Published Aug 12 • 59