| DiversiGATE: A Comprehensive Framework for Reliable Large Language Models | Jun 22, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Boosting Language Models Reasoning with Chain-of-Knowledge Prompting | Jun 10, 2023 | Arithmetic Reasoning | CodeCode Available | 1 |
| Prompt Space Optimizing Few-shot Reasoning Success with Large Language Models | Jun 6, 2023 | Arithmetic ReasoningIn-Context Learning | CodeCode Available | 0 |
| Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate | May 30, 2023 | Arithmetic ReasoningMachine Translation | CodeCode Available | 2 |
| Code Prompting: a Neural Symbolic Method for Complex Reasoning in Large Language Models | May 29, 2023 | Arithmetic Reasoning | —Unverified | 0 |
| Calc-X and Calcformers: Empowering Arithmetical Chain-of-Thought through Interaction with Symbolic Systems | May 24, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 0 |
| A Mechanistic Interpretation of Arithmetic Reasoning in Language Models using Causal Mediation Analysis | May 24, 2023 | Arithmetic ReasoningMathematical Reasoning | 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 |