| Matrix Information Theory for Self-Supervised Learning | May 27, 2023 | Contrastive LearningGSM8K | CodeCode Available | 1 |
| Beyond Chain-of-Thought, Effective Graph-of-Thought Reasoning in Language Models | May 26, 2023 | GSM8KMultimodal Reasoning | CodeCode Available | 3 |
| GRACE: Discriminator-Guided Chain-of-Thought Reasoning | May 24, 2023 | GSM8KMath | CodeCode Available | 1 |
| Calc-X and Calcformers: Empowering Arithmetical Chain-of-Thought through Interaction with Symbolic Systems | May 24, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 0 |
| Self-Polish: Enhance Reasoning in Large Language Models via Problem Refinement | May 23, 2023 | GSM8K | CodeCode Available | 1 |
| PaD: Program-aided Distillation Can Teach Small Models Reasoning Better than Chain-of-thought Fine-tuning | May 23, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 0 |
| Automatic Model Selection with Large Language Models for Reasoning | May 23, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| RCOT: Detecting and Rectifying Factual Inconsistency in Reasoning by Reversing Chain-of-Thought | May 19, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Hint of Thought prompting: an explainable and zero-shot approach to reasoning tasks with LLMs | May 19, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Self-Evaluation Guided Beam Search for Reasoning | May 1, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |