| Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement | Sep 18, 2024 | GSM8KMath | —Unverified | 0 |
| CPL: Critical Plan Step Learning Boosts LLM Generalization in Reasoning Tasks | Sep 13, 2024 | ARCCode Generation | —Unverified | 0 |
| STUN: Structured-Then-Unstructured Pruning for Scalable MoE Pruning | Sep 10, 2024 | GSM8KMixture-of-Experts | —Unverified | 0 |
| Strategic Chain-of-Thought: Guiding Accurate Reasoning in LLMs through Strategy Elicitation | Sep 5, 2024 | GSM8K | —Unverified | 0 |
| Building Math Agents with Multi-Turn Iterative Preference Learning | Sep 4, 2024 | GSM8KMath | —Unverified | 0 |
| Prompt Baking | Sep 4, 2024 | ARCGSM8K | —Unverified | 0 |
| S^3c-Math: Spontaneous Step-level Self-correction Makes Large Language Models Better Mathematical Reasoners | Sep 3, 2024 | GSM8KMath | —Unverified | 0 |
| Critic-CoT: Boosting the reasoning abilities of large language model via Chain-of-thoughts Critic | Aug 29, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| Logic Contrastive Reasoning with Lightweight Large Language Model for Math Word Problems | Aug 29, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| SIaM: Self-Improving Code-Assisted Mathematical Reasoning of Large Language Models | Aug 28, 2024 | Data AugmentationGSM8K | —Unverified | 0 |
| Threshold Filtering Packing for Supervised Fine-Tuning: Training Related Samples within Packs | Aug 18, 2024 | DiversityGPU | —Unverified | 0 |
| SelectLLM: Query-Aware Efficient Selection Algorithm for Large Language Models | Aug 16, 2024 | GSM8KMMLU | —Unverified | 0 |
| Cool-Fusion: Fuse Large Language Models without Training | Jul 29, 2024 | Combinatorial OptimizationGSM8K | —Unverified | 0 |
| Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost | Jul 29, 2024 | GSM8KPrompt Engineering | —Unverified | 0 |
| Reliable Reasoning Beyond Natural Language | Jul 16, 2024 | GSM8KMathematical Reasoning | —Unverified | 0 |
| Token-Supervised Value Models for Enhancing Mathematical Reasoning Capabilities of Large Language Models | Jul 12, 2024 | GSM8KMath | —Unverified | 0 |
| Is Your Model Really A Good Math Reasoner? Evaluating Mathematical Reasoning with Checklist | Jul 11, 2024 | GSM8KMath | —Unverified | 0 |
| Skywork-Math: Data Scaling Laws for Mathematical Reasoning in Large Language Models -- The Story Goes On | Jul 11, 2024 | GSM8KMath | —Unverified | 0 |
| When is the consistent prediction likely to be a correct prediction? | Jul 8, 2024 | GSM8KPrediction | —Unverified | 0 |
| Question-Analysis Prompting Improves LLM Performance in Reasoning Tasks | Jul 4, 2024 | GSM8KStrategyQA | —Unverified | 0 |
| metabench -- A Sparse Benchmark to Measure General Ability in Large Language Models | Jul 4, 2024 | ARCGSM8K | CodeCode Available | 0 |
| AgentInstruct: Toward Generative Teaching with Agentic Flows | Jul 3, 2024 | GSM8KMMLU | —Unverified | 0 |
| Turning Up the Heat: Min-p Sampling for Creative and Coherent LLM Outputs | Jul 1, 2024 | DiversityGSM8K | —Unverified | 0 |
| Advancing Process Verification for Large Language Models via Tree-Based Preference Learning | Jun 29, 2024 | Binary ClassificationGSM8K | —Unverified | 0 |
| LiteSearch: Efficacious Tree Search for LLM | Jun 29, 2024 | GSM8KMathematical Reasoning | —Unverified | 0 |