| Breaking the Ceiling of the LLM Community by Treating Token Generation as a Classification for Ensembling | Jun 18, 2024 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 2 | 5 |
| MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning | Oct 5, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 | 5 |
| Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate | May 30, 2023 | Arithmetic ReasoningMachine Translation | CodeCode Available | 2 | 5 |
| Large Language Models are Zero-Shot Reasoners | May 24, 2022 | Arithmetic ReasoningCommon Sense Reasoning | CodeCode Available | 2 | 5 |
| Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification | Aug 15, 2023 | Arithmetic ReasoningMath | CodeCode Available | 2 | 5 |
| Boosting Language Models Reasoning with Chain-of-Knowledge Prompting | Jun 10, 2023 | Arithmetic Reasoning | CodeCode Available | 1 | 5 |
| Large Language Models Can Be Easily Distracted by Irrelevant Context | Jan 31, 2023 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 1 | 5 |
| An Investigation of Neuron Activation as a Unified Lens to Explain Chain-of-Thought Eliciting Arithmetic Reasoning of LLMs | Jun 18, 2024 | Arithmetic Reasoning | CodeCode Available | 1 | 5 |
| Batch Prompting: Efficient Inference with Large Language Model APIs | Jan 19, 2023 | Arithmetic ReasoningIn-Context Learning | CodeCode Available | 1 | 5 |
| Learning Math Reasoning from Self-Sampled Correct and Partially-Correct Solutions | May 28, 2022 | Arithmetic ReasoningEfficient Exploration | CodeCode Available | 1 | 5 |
