| MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning | Oct 9, 2023 | Arithmetic ReasoningData Augmentation | CodeCode Available | 2 |
| MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning | Oct 5, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models | Sep 21, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification | Aug 15, 2023 | Arithmetic ReasoningMath | CodeCode Available | 2 |
| Scaling Relationship on Learning Mathematical Reasoning with Large Language Models | Aug 3, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate | May 30, 2023 | Arithmetic ReasoningMachine Translation | CodeCode Available | 2 |
| Progressive-Hint Prompting Improves Reasoning in Large Language Models | Apr 19, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| Is ChatGPT a General-Purpose Natural Language Processing Task Solver? | Feb 8, 2023 | Arithmetic ReasoningZero-Shot Learning | CodeCode Available | 2 |
| Solving Quantitative Reasoning Problems with Language Models | Jun 29, 2022 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 2 |
| Large Language Models are Zero-Shot Reasoners | May 24, 2022 | Arithmetic ReasoningCommon Sense Reasoning | CodeCode Available | 2 |
| HALO: Hierarchical Autonomous Logic-Oriented Orchestration for Multi-Agent LLM Systems | May 17, 2025 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| Is the Reversal Curse a Binding Problem? Uncovering Limitations of Transformers from a Basic Generalization Failure | Apr 2, 2025 | Arithmetic ReasoningData Augmentation | CodeCode Available | 1 |
| 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 |
| Rethinking Addressing in Language Models via Contexualized Equivariant Positional Encoding | Jan 1, 2025 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 1 |
| Arithmetic Without Algorithms: Language Models Solve Math With a Bag of Heuristics | Oct 28, 2024 | Arithmetic ReasoningMath | CodeCode Available | 1 |
| FedEx-LoRA: Exact Aggregation for Federated and Efficient Fine-Tuning of Foundation Models | Oct 12, 2024 | Arithmetic ReasoningFederated Learning | CodeCode Available | 1 |
| Language Imbalance Driven Rewarding for Multilingual Self-improving | Oct 11, 2024 | Arithmetic ReasoningInstruction Following | CodeCode Available | 1 |
| Toward Adaptive Reasoning in Large Language Models with Thought Rollback | Jul 21, 2024 | Arithmetic ReasoningMath | CodeCode Available | 1 |
| 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 |
| Hierarchical Prompting Taxonomy: A Universal Evaluation Framework for Large Language Models Aligned with Human Cognitive Principles | Jun 18, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| QuanTA: Efficient High-Rank Fine-Tuning of LLMs with Quantum-Informed Tensor Adaptation | May 31, 2024 | Arithmetic Reasoning | CodeCode Available | 1 |
| Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word Problems | Apr 23, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing | Apr 18, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Bridging the Gap between Different Vocabularies for LLM Ensemble | Apr 15, 2024 | Arithmetic ReasoningData-to-Text Generation | CodeCode Available | 1 |
| Distillation Contrastive Decoding: Improving LLMs Reasoning with Contrastive Decoding and Distillation | Feb 21, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
