| Automatic Prompt Selection for Large Language Models | Apr 3, 2024 | GSM8KQuestion Answering | —Unverified | 0 | 0 |
| AutoJudge: Judge Decoding Without Manual Annotation | Apr 28, 2025 | GSM8KLarge Language Model | —Unverified | 0 | 0 |
| Token-Supervised Value Models for Enhancing Mathematical Reasoning Capabilities of Large Language Models | Jul 12, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| AttentionInfluence: Adopting Attention Head Influence for Weak-to-Strong Pretraining Data Selection | May 12, 2025 | GSM8KHumanEval | —Unverified | 0 | 0 |
| Towards Multilingual LLM Evaluation for European Languages | Oct 11, 2024 | ARCGSM8K | —Unverified | 0 | 0 |
| Assessing the Impact of Prompting Methods on ChatGPT's Mathematical Capabilities | Dec 22, 2023 | ChatbotGSM8K | —Unverified | 0 | 0 |
| Ask-Before-Detection: Identifying and Mitigating Conformity Bias in LLM-Powered Error Detector for Math Word Problem Solutions | Dec 22, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Towards Intrinsic Self-Correction Enhancement in Monte Carlo Tree Search Boosted Reasoning via Iterative Preference Learning | Dec 23, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 | 0 |
| Arithmetic Reasoning with LLM: Prolog Generation & Permutation | May 28, 2024 | Arithmetic ReasoningData Augmentation | —Unverified | 0 | 0 |
| Trace-of-Thought Prompting: Investigating Prompt-Based Knowledge Distillation Through Question Decomposition | Apr 29, 2025 | GSM8KKnowledge Distillation | —Unverified | 0 | 0 |
| Training Chain-of-Thought via Latent-Variable Inference | Nov 28, 2023 | GSM8K | —Unverified | 0 | 0 |
| Training-Free Mitigation of Language Reasoning Degradation After Multimodal Instruction Tuning | Dec 4, 2024 | GSM8KLanguage Modeling | —Unverified | 0 | 0 |
| A Graph-Based Synthetic Data Pipeline for Scaling High-Quality Reasoning Instructions | Dec 12, 2024 | GSM8KKnowledge Graphs | —Unverified | 0 | 0 |
| Learning to Rank Chain-of-Thought: An Energy-Based Approach with Outcome Supervision | May 21, 2025 | GSM8KLearning-To-Rank | —Unverified | 0 | 0 |
| Learning to Reason via Self-Iterative Process Feedback for Small Language Models | Dec 11, 2024 | Domain GeneralizationGSM8K | —Unverified | 0 | 0 |
| LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint | Feb 24, 2025 | GSM8K | —Unverified | 0 | 0 |
| LearnAlign: Reasoning Data Selection for Reinforcement Learning in Large Language Models Based on Improved Gradient Alignment | Jun 13, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 | 0 |
| Let's Reinforce Step by Step | Nov 10, 2023 | GSM8KLogical Reasoning | —Unverified | 0 | 0 |
| Let's reward step by step: Step-Level reward model as the Navigators for Reasoning | Oct 16, 2023 | Code GenerationGSM8K | —Unverified | 0 | 0 |
| Leveraging Uncertainty Estimation for Efficient LLM Routing | Feb 16, 2025 | GSM8KMMLU | —Unverified | 0 | 0 |
| Layer-Aware Task Arithmetic: Disentangling Task-Specific and Instruction-Following Knowledge | Feb 27, 2025 | GSM8KHumanEval | —Unverified | 0 | 0 |
| Large Language Models Can Self-Improve | Oct 20, 2022 | Arithmetic ReasoningCommon Sense Reasoning | —Unverified | 0 | 0 |
| LiteSearch: Efficacious Tree Search for LLM | Jun 29, 2024 | GSM8KMathematical Reasoning | —Unverified | 0 | 0 |
| LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models | May 25, 2025 | GSM8KHumanEval | —Unverified | 0 | 0 |
| LLaMa-SciQ: An Educational Chatbot for Answering Science MCQ | Sep 25, 2024 | ChatbotGSM8K | —Unverified | 0 | 0 |
| Training Large Language Models to Reason via EM Policy Gradient | Apr 24, 2025 | GSM8KMath | —Unverified | 0 | 0 |
| Large Language Models as Analogical Reasoners | Oct 3, 2023 | Code GenerationGSM8K | —Unverified | 0 | 0 |
| KwaiYiiMath: Technical Report | Oct 11, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 | 0 |
| Kwai-STaR: Transform LLMs into State-Transition Reasoners | Nov 7, 2024 | GSM8KMathematical Problem-Solving | —Unverified | 0 | 0 |
| Meaning-Typed Programming: Language Abstraction and Runtime for Model-Integrated Applications | May 14, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| AgentInstruct: Toward Generative Teaching with Agentic Flows | Jul 3, 2024 | GSM8KMMLU | —Unverified | 0 | 0 |
| DavIR: Data Selection via Implicit Reward for Large Language Models | Oct 16, 2023 | Causal Language ModelingGSM8K | —Unverified | 0 | 0 |
| Local Prompt Optimization | Apr 29, 2025 | GSM8KMath | —Unverified | 0 | 0 |
| Logic Contrastive Reasoning with Lightweight Large Language Model for Math Word Problems | Aug 29, 2024 | GSM8KLanguage Modeling | —Unverified | 0 | 0 |
| Transcending Scaling Laws with 0.1% Extra Compute | Oct 20, 2022 | Arithmetic ReasoningCross-Lingual Question Answering | —Unverified | 0 | 0 |
| Look Before You Leap: Problem Elaboration Prompting Improves Mathematical Reasoning in Large Language Models | Feb 24, 2024 | GSM8KMathematical Reasoning | —Unverified | 0 | 0 |
| KisMATH: Do LLMs Have Knowledge of Implicit Structures in Mathematical Reasoning? | Jul 15, 2025 | GSM8KLanguage Modeling | —Unverified | 0 | 0 |
| Key-Point-Driven Data Synthesis with its Enhancement on Mathematical Reasoning | Mar 4, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| LoRA-Mixer: Coordinate Modular LoRA Experts Through Serial Attention Routing | Jun 17, 2025 | ARCCoLA | —Unverified | 0 | 0 |