| Evolutionary Pre-Prompt Optimization for Mathematical Reasoning | Dec 5, 2024 | Few-Shot LearningGSM8K | —Unverified | 0 |
| Training-Free Mitigation of Language Reasoning Degradation After Multimodal Instruction Tuning | Dec 4, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| MALT: Improving Reasoning with Multi-Agent LLM Training | Dec 2, 2024 | Common Sense ReasoningGSM8K | —Unverified | 0 |
| Mixture of Cache-Conditional Experts for Efficient Mobile Device Inference | Nov 27, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| Unraveling Arithmetic in Large Language Models: The Role of Algebraic Structures | Nov 25, 2024 | GSM8KMath | —Unverified | 0 |
| Predicting Emergent Capabilities by Finetuning | Nov 25, 2024 | CoLAGSM8K | —Unverified | 0 |
| Patience Is The Key to Large Language Model Reasoning | Nov 20, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| Adaptive Decoding via Latent Preference Optimization | Nov 14, 2024 | GSM8KInstruction Following | —Unverified | 0 |
| Dynamic Subset Tuning: Expanding the Operational Range of Parameter-Efficient Training for Large Language Models | Nov 13, 2024 | GSM8K | —Unverified | 0 |
| Quasi-random Multi-Sample Inference for Large Language Models | Nov 9, 2024 | DiversityGSM8K | —Unverified | 0 |
| Reasoning Robustness of LLMs to Adversarial Typographical Errors | Nov 8, 2024 | GSM8KMMLU | —Unverified | 0 |
| Kwai-STaR: Transform LLMs into State-Transition Reasoners | Nov 7, 2024 | GSM8KMathematical Problem-Solving | —Unverified | 0 |
| Self-Consistency Preference Optimization | Nov 6, 2024 | GSM8KMath | —Unverified | 0 |
| Dictionary Insertion Prompting for Multilingual Reasoning on Multilingual Large Language Models | Nov 2, 2024 | GSM8KMath | —Unverified | 0 |
| Rethinking Data Synthesis: A Teacher Model Training Recipe with Interpretation | Oct 27, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| ReasonAgain: Using Extractable Symbolic Programs to Evaluate Mathematical Reasoning | Oct 24, 2024 | GSM8KMath | —Unverified | 0 |
| Adaptive Dense Reward: Understanding the Gap Between Action and Reward Space in Alignment | Oct 23, 2024 | GSM8KHumanEval | —Unverified | 0 |
| Optimizing Chain-of-Thought Reasoning: Tackling Arranging Bottleneck via Plan Augmentation | Oct 22, 2024 | GSM8KMath | —Unverified | 0 |
| SMART: Self-learning Meta-strategy Agent for Reasoning Tasks | Oct 21, 2024 | GSM8KSelf-Learning | CodeCode Available | 0 |
| On Designing Effective RL Reward at Training Time for LLM Reasoning | Oct 19, 2024 | GSM8KMath | —Unverified | 0 |
| TreeBoN: Enhancing Inference-Time Alignment with Speculative Tree-Search and Best-of-N Sampling | Oct 18, 2024 | Computational EfficiencyGSM8K | —Unverified | 0 |
| SBI-RAG: Enhancing Math Word Problem Solving for Students through Schema-Based Instruction and Retrieval-Augmented Generation | Oct 17, 2024 | GSM8KLanguage Modeling | CodeCode Available | 0 |
| Not All Votes Count! Programs as Verifiers Improve Self-Consistency of Language Models for Math Reasoning | Oct 16, 2024 | AllGSM8K | CodeCode Available | 0 |
| MIND: Math Informed syNthetic Dialogues for Pretraining LLMs | Oct 15, 2024 | GSM8KMath | —Unverified | 0 |
| How to Leverage Demonstration Data in Alignment for Large Language Model? A Self-Imitation Learning Perspective | Oct 14, 2024 | Density Ratio EstimationGSM8K | CodeCode Available | 0 |