| Iterative Reasoning Preference Optimization | Apr 30, 2024 | ARCGSM8K | —Unverified | 0 |
| Key-Point-Driven Data Synthesis with its Enhancement on Mathematical Reasoning | Mar 4, 2024 | GSM8KMath | —Unverified | 0 |
| KisMATH: Do LLMs Have Knowledge of Implicit Structures in Mathematical Reasoning? | Jul 15, 2025 | GSM8KLanguage Modeling | —Unverified | 0 |
| Kwai-STaR: Transform LLMs into State-Transition Reasoners | Nov 7, 2024 | GSM8KMathematical Problem-Solving | —Unverified | 0 |
| KwaiYiiMath: Technical Report | Oct 11, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Large Language Models as Analogical Reasoners | Oct 3, 2023 | Code GenerationGSM8K | —Unverified | 0 |
| Large Language Models Can Self-Improve | Oct 20, 2022 | Arithmetic ReasoningCommon Sense Reasoning | —Unverified | 0 |
| Layer-Aware Task Arithmetic: Disentangling Task-Specific and Instruction-Following Knowledge | Feb 27, 2025 | GSM8KHumanEval | —Unverified | 0 |
| LearnAlign: Reasoning Data Selection for Reinforcement Learning in Large Language Models Based on Improved Gradient Alignment | Jun 13, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 |
| Learning to Rank Chain-of-Thought: An Energy-Based Approach with Outcome Supervision | May 21, 2025 | GSM8KLearning-To-Rank | —Unverified | 0 |
| Learning to Reason via Self-Iterative Process Feedback for Small Language Models | Dec 11, 2024 | Domain GeneralizationGSM8K | —Unverified | 0 |
| LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint | Feb 24, 2025 | GSM8K | —Unverified | 0 |
| Let's Reinforce Step by Step | Nov 10, 2023 | GSM8KLogical Reasoning | —Unverified | 0 |
| Let's reward step by step: Step-Level reward model as the Navigators for Reasoning | Oct 16, 2023 | Code GenerationGSM8K | —Unverified | 0 |
| Leveraging Uncertainty Estimation for Efficient LLM Routing | Feb 16, 2025 | GSM8KMMLU | —Unverified | 0 |
| LiteSearch: Efficacious Tree Search for LLM | Jun 29, 2024 | GSM8KMathematical Reasoning | —Unverified | 0 |
| LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models | May 25, 2025 | GSM8KHumanEval | —Unverified | 0 |
| LLaMa-SciQ: An Educational Chatbot for Answering Science MCQ | Sep 25, 2024 | ChatbotGSM8K | —Unverified | 0 |
| Meaning-Typed Programming: Language Abstraction and Runtime for Model-Integrated Applications | May 14, 2024 | GSM8KMath | —Unverified | 0 |
| DavIR: Data Selection via Implicit Reward for Large Language Models | Oct 16, 2023 | Causal Language ModelingGSM8K | —Unverified | 0 |
| Local Prompt Optimization | Apr 29, 2025 | GSM8KMath | —Unverified | 0 |
| Logic Contrastive Reasoning with Lightweight Large Language Model for Math Word Problems | Aug 29, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| Look Before You Leap: Problem Elaboration Prompting Improves Mathematical Reasoning in Large Language Models | Feb 24, 2024 | GSM8KMathematical Reasoning | —Unverified | 0 |
| LoRA-Mixer: Coordinate Modular LoRA Experts Through Serial Attention Routing | Jun 17, 2025 | ARCCoLA | —Unverified | 0 |
| MALT: Improving Reasoning with Multi-Agent LLM Training | Dec 2, 2024 | Common Sense ReasoningGSM8K | —Unverified | 0 |
| MAmmoTH2: Scaling Instructions from the Web | May 6, 2024 | ChatbotGSM8K | —Unverified | 0 |
| MathAttack: Attacking Large Language Models Towards Math Solving Ability | Sep 4, 2023 | Adversarial AttackGSM8K | —Unverified | 0 |
| MathDivide: Improved mathematical reasoning by large language models | May 12, 2024 | GSM8KLogical Reasoning | —Unverified | 0 |
| MathFimer: Enhancing Mathematical Reasoning by Expanding Reasoning Steps through Fill-in-the-Middle Task | Feb 17, 2025 | Code CompletionGSM8K | —Unverified | 0 |
| MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs | Feb 26, 2024 | GSM8KMath | —Unverified | 0 |
| Maximizing Confidence Alone Improves Reasoning | May 28, 2025 | GSM8KMath | —Unverified | 0 |
| Memory-Efficient LLM Training by Various-Grained Low-Rank Projection of Gradients | May 3, 2025 | GSM8KMMLU | —Unverified | 0 |
| Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving | May 20, 2024 | GSM8KMath | —Unverified | 0 |
| MIND: Math Informed syNthetic Dialogues for Pretraining LLMs | Oct 15, 2024 | GSM8KMath | —Unverified | 0 |
| MindStar: Enhancing Math Reasoning in Pre-trained LLMs at Inference Time | May 25, 2024 | GSM8KMath | —Unverified | 0 |
| Turning Up the Heat: Min-p Sampling for Creative and Coherent LLM Outputs | Jul 1, 2024 | DiversityGSM8K | —Unverified | 0 |
| Mixture of Cache-Conditional Experts for Efficient Mobile Device Inference | Nov 27, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| Model Unlearning via Sparse Autoencoder Subspace Guided Projections | May 30, 2025 | Adversarial Robustnessfeature selection | —Unverified | 0 |
| Multi-Reference Preference Optimization for Large Language Models | May 26, 2024 | GSM8KTruthfulQA | —Unverified | 0 |
| Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision | Feb 5, 2024 | GSM8KMath | —Unverified | 0 |
| Not All Rollouts are Useful: Down-Sampling Rollouts in LLM Reinforcement Learning | Apr 18, 2025 | AllGSM8K | —Unverified | 0 |
| No Train Still Gain. Unleash Mathematical Reasoning of Large Language Models with Monte Carlo Tree Search Guided by Energy Function | Sep 1, 2023 | GSM8KMathematical Reasoning | —Unverified | 0 |
| Nudging: Inference-time Alignment of LLMs via Guided Decoding | Oct 11, 2024 | General KnowledgeGSM8K | —Unverified | 0 |
| On Designing Effective RL Reward at Training Time for LLM Reasoning | Oct 19, 2024 | GSM8KMath | —Unverified | 0 |
| Making Large Language Models Better Reasoners with Step-Aware Verifier | Jun 6, 2022 | Arithmetic ReasoningFew-Shot Learning | —Unverified | 0 |
| Optimizing Chain-of-Thought Reasoning: Tackling Arranging Bottleneck via Plan Augmentation | Oct 22, 2024 | GSM8KMath | —Unverified | 0 |
| Orca-Math: Unlocking the potential of SLMs in Grade School Math | Feb 16, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| PARAMANU-GANITA: Language Model with Mathematical Capabilities | Apr 22, 2024 | Domain AdaptationGSM8K | —Unverified | 0 |
| Patience Is The Key to Large Language Model Reasoning | Nov 20, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| PersonaMath: Enhancing Math Reasoning through Persona-Driven Data Augmentation | Oct 2, 2024 | Data AugmentationDiversity | —Unverified | 0 |