| Channel Merging: Preserving Specialization for Merged Experts | Dec 18, 2024 | Code GenerationGPU | —Unverified | 0 |
| MultiLingPoT: Enhancing Mathematical Reasoning with Multilingual Program Fine-tuning | Dec 17, 2024 | Mathematical Reasoning | CodeCode Available | 0 |
| CoinMath: Harnessing the Power of Coding Instruction for Math LLMs | Dec 16, 2024 | DescriptiveMath | CodeCode Available | 0 |
| Can Language Models Rival Mathematics Students? Evaluating Mathematical Reasoning through Textual Manipulation and Human Experiments | Dec 16, 2024 | Mathematical Reasoning | —Unverified | 0 |
| A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges | Dec 16, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Low-Rank Adaptation with Task-Relevant Feature Enhancement for Fine-tuning Language Models | Dec 13, 2024 | Mathematical Reasoning | —Unverified | 0 |
| A Graph-Based Synthetic Data Pipeline for Scaling High-Quality Reasoning Instructions | Dec 12, 2024 | GSM8KKnowledge Graphs | —Unverified | 0 |
| Sail into the Headwind: Alignment via Robust Rewards and Dynamic Labels against Reward Hacking | Dec 12, 2024 | Mathematical Reasoning | —Unverified | 0 |
| SmolTulu: Higher Learning Rate to Batch Size Ratios Can Lead to Better Reasoning in SLMs | Dec 11, 2024 | ARCGSM8K | —Unverified | 0 |
| Optimizing Alignment with Less: Leveraging Data Augmentation for Personalized Evaluation | Dec 10, 2024 | Data AugmentationMathematical Reasoning | —Unverified | 0 |
| Applications of Positive Unlabeled (PU) and Negative Unlabeled (NU) Learning in Cybersecurity | Dec 9, 2024 | Intrusion DetectionMalware Detection | —Unverified | 0 |
| Neuro-Symbolic Data Generation for Math Reasoning | Dec 6, 2024 | DiversityMath | —Unverified | 0 |
| Evolutionary Pre-Prompt Optimization for Mathematical Reasoning | Dec 5, 2024 | Few-Shot LearningGSM8K | —Unverified | 0 |
| Enhancing Mathematical Reasoning in LLMs with Background Operators | Dec 5, 2024 | Data AugmentationMath | —Unverified | 0 |
| Training-Free Mitigation of Language Reasoning Degradation After Multimodal Instruction Tuning | Dec 4, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| Improving Physics Reasoning in Large Language Models Using Mixture of Refinement Agents | Dec 1, 2024 | Mathematical ReasoningMMLU | —Unverified | 0 |
| MATATA: Weakly Supervised End-to-End MAthematical Tool-Augmented Reasoning for Tabular Applications | Nov 28, 2024 | document understandingMathematical Reasoning | —Unverified | 0 |
| Mars-PO: Multi-Agent Reasoning System Preference Optimization | Nov 28, 2024 | MathMathematical Reasoning | —Unverified | 0 |
| Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTS | Nov 27, 2024 | In-Context LearningMath | CodeCode Available | 0 |
| Enhancing LLM Reasoning via Critique Models with Test-Time and Training-Time Supervision | Nov 25, 2024 | Mathematical Reasoning | —Unverified | 0 |
| MC-NEST -- Enhancing Mathematical Reasoning in Large Language Models with a Monte Carlo Nash Equilibrium Self-Refine Tree | Nov 23, 2024 | Decision MakingMathematical Reasoning | CodeCode Available | 0 |
| Improving Mathematical Reasoning Capabilities of Small Language Models via Feedback-Driven Distillation | Nov 22, 2024 | Knowledge DistillationMathematical Reasoning | —Unverified | 0 |
| Procedural Knowledge in Pretraining Drives Reasoning in Large Language Models | Nov 19, 2024 | Mathematical Reasoning | —Unverified | 0 |
| Large Language Models for Combinatorial Optimization of Design Structure Matrix | Nov 19, 2024 | Combinatorial OptimizationMathematical Reasoning | —Unverified | 0 |
| PSPO*: An Effective Process-supervised Policy Optimization for Reasoning Alignment | Nov 18, 2024 | Mathematical Reasoning | CodeCode Available | 0 |
