| Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate | May 30, 2023 | Arithmetic ReasoningMachine Translation | 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 |
| Is ChatGPT a General-Purpose Natural Language Processing Task Solver? | Feb 8, 2023 | Arithmetic ReasoningZero-Shot Learning | CodeCode Available | 2 | 5 |
| DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving | Jun 18, 2024 | Arithmetic ReasoningMath | CodeCode Available | 2 | 5 |
| Scaling Relationship on Learning Mathematical Reasoning with Large Language Models | Aug 3, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 | 5 |
| An Empirical Study of Data Ability Boundary in LLMs' Math Reasoning | Feb 23, 2024 | Arithmetic ReasoningAutomated Theorem Proving | CodeCode Available | 2 | 5 |
| Progressive-Hint Prompting Improves Reasoning in Large Language Models | Apr 19, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 | 5 |
| 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 |
| Parameter-Efficient Sparsity Crafting from Dense to Mixture-of-Experts for Instruction Tuning on General Tasks | Jan 5, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 2 | 5 |
| MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning | Oct 5, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 | 5 |
| Boosting Language Models Reasoning with Chain-of-Knowledge Prompting | Jun 10, 2023 | Arithmetic Reasoning | CodeCode Available | 1 | 5 |
| Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations | Dec 14, 2023 | Arithmetic ReasoningGSM8K | 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 |
| Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data | Feb 24, 2023 | Arithmetic ReasoningLanguage Modelling | CodeCode Available | 1 | 5 |
| Large Language Models Can Be Easily Distracted by Irrelevant Context | Jan 31, 2023 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 1 | 5 |
| Language Imbalance Driven Rewarding for Multilingual Self-improving | Oct 11, 2024 | Arithmetic ReasoningInstruction Following | CodeCode Available | 1 | 5 |
| Fed-SB: A Silver Bullet for Extreme Communication Efficiency and Performance in (Private) Federated LoRA Fine-Tuning | Feb 21, 2025 | Arithmetic Reasoning | CodeCode Available | 1 | 5 |
| Automatic Model Selection with Large Language Models for Reasoning | May 23, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 | 5 |
| Large Language Models are Better Reasoners with Self-Verification | Dec 19, 2022 | Arithmetic ReasoningCommon Sense Reasoning | CodeCode Available | 1 | 5 |
| MathPrompter: Mathematical Reasoning using Large Language Models | Mar 4, 2023 | Arithmetic ReasoningMath | CodeCode Available | 1 | 5 |
| FedEx-LoRA: Exact Aggregation for Federated and Efficient Fine-Tuning of Foundation Models | Oct 12, 2024 | Arithmetic ReasoningFederated Learning | CodeCode Available | 1 | 5 |
| Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning | May 10, 2021 | Arithmetic ReasoningGeometry Problem Solving | CodeCode Available | 1 | 5 |
| Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word Problems | Apr 23, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 | 5 |
