| 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 |
| Mastering Symbolic Operations: Augmenting Language Models with Compiled Neural Networks | Apr 4, 2023 | Arithmetic ReasoningLanguage Modelling | CodeCode Available | 1 | 5 |
| Gemini: A Family of Highly Capable Multimodal Models | Dec 19, 2023 | 1 Image, 2*2 StitchingArithmetic Reasoning | CodeCode Available | 1 | 5 |
| Generative Parameter-Efficient Fine-Tuning | Dec 1, 2023 | Arithmetic ReasoningFine-Grained Image Classification | CodeCode Available | 1 | 5 |
| Batch Prompting: Efficient Inference with Large Language Model APIs | Jan 19, 2023 | Arithmetic ReasoningIn-Context Learning | CodeCode Available | 1 | 5 |
| Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs | Jun 22, 2023 | Arithmetic ReasoningBenchmarking | CodeCode Available | 1 | 5 |
| HALO: Hierarchical Autonomous Logic-Oriented Orchestration for Multi-Agent LLM Systems | May 17, 2025 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Empirical Study of Zero-Shot NER with ChatGPT | Oct 16, 2023 | Arithmetic Reasoningnamed-entity-recognition | CodeCode Available | 1 | 5 |
| MathPrompter: Mathematical Reasoning using Large Language Models | Mar 4, 2023 | Arithmetic ReasoningMath | CodeCode Available | 1 | 5 |
| Boosting Language Models Reasoning with Chain-of-Knowledge Prompting | Jun 10, 2023 | Arithmetic Reasoning | CodeCode Available | 1 | 5 |
| A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration | Oct 3, 2023 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 | 5 |
| Arithmetic Without Algorithms: Language Models Solve Math With a Bag of Heuristics | Oct 28, 2024 | Arithmetic ReasoningMath | CodeCode Available | 1 | 5 |
| QuanTA: Efficient High-Rank Fine-Tuning of LLMs with Quantum-Informed Tensor Adaptation | May 31, 2024 | Arithmetic Reasoning | CodeCode Available | 1 | 5 |
| Bridging the Gap between Different Vocabularies for LLM Ensemble | Apr 15, 2024 | Arithmetic ReasoningData-to-Text Generation | CodeCode Available | 1 | 5 |
| DOMINO: A Dual-System for Multi-step Visual Language Reasoning | Oct 4, 2023 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 1 | 5 |
| LEVER: Learning to Verify Language-to-Code Generation with Execution | Feb 16, 2023 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 | 5 |
| Large Language Models Can Be Easily Distracted by Irrelevant Context | Jan 31, 2023 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 1 | 5 |
| Large Language Models are Better Reasoners with Self-Verification | Dec 19, 2022 | Arithmetic ReasoningCommon Sense Reasoning | CodeCode Available | 1 | 5 |
| Distillation Contrastive Decoding: Improving LLMs Reasoning with Contrastive Decoding and Distillation | Feb 21, 2024 | Arithmetic ReasoningGSM8K | 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 |
| Language Imbalance Driven Rewarding for Multilingual Self-improving | Oct 11, 2024 | Arithmetic ReasoningInstruction Following | CodeCode Available | 1 | 5 |
| DialCoT Meets PPO: Decomposing and Exploring Reasoning Paths in Smaller Language Models | Oct 8, 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 |
| Are Human-generated Demonstrations Necessary for In-context Learning? | Sep 26, 2023 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 | 5 |
