| Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles | May 26, 2025 | ARCLogical Reasoning | —Unverified | 0 |
| Inference-time Alignment in Continuous Space | May 26, 2025 | Math | CodeCode Available | 0 |
| AI4Math: A Native Spanish Benchmark for University-Level Mathematical Reasoning in Large Language Models | May 25, 2025 | MathMathematical Reasoning | —Unverified | 0 |
| MMATH: A Multilingual Benchmark for Mathematical Reasoning | May 25, 2025 | MathMathematical Reasoning | CodeCode Available | 0 |
| Steering LLM Reasoning Through Bias-Only Adaptation | May 24, 2025 | GSM8KMath | —Unverified | 0 |
| Enumerate-Conjecture-Prove: Formally Solving Answer-Construction Problems in Math Competitions | May 24, 2025 | Automated Theorem ProvingMath | CodeCode Available | 0 |
| Does Representation Intervention Really Identify Desired Concepts and Elicit Alignment? | May 24, 2025 | Code GenerationMath | —Unverified | 0 |
| MSA at BEA 2025 Shared Task: Disagreement-Aware Instruction Tuning for Multi-Dimensional Evaluation of LLMs as Math Tutors | May 24, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| On the Effect of Negative Gradient in Group Relative Deep Reinforcement Optimization | May 24, 2025 | MathReinforcement Learning (RL) | —Unverified | 0 |
| Anchored Diffusion Language Model | May 24, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| How Is LLM Reasoning Distracted by Irrelevant Context? An Analysis Using a Controlled Benchmark | May 24, 2025 | Math | CodeCode Available | 0 |
| More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models | May 23, 2025 | DiagnosticHallucination | —Unverified | 0 |
| Decoupled Visual Interpretation and Linguistic Reasoning for Math Problem Solving | May 23, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| VideoGameBench: Can Vision-Language Models complete popular video games? | May 23, 2025 | Math | —Unverified | 0 |
| One RL to See Them All: Visual Triple Unified Reinforcement Learning | May 23, 2025 | AllMath | —Unverified | 0 |
| Value-Guided Search for Efficient Chain-of-Thought Reasoning | May 23, 2025 | Math | CodeCode Available | 1 |
| Towards Revealing the Effectiveness of Small-Scale Fine-tuning in R1-style Reinforcement Learning | May 23, 2025 | MathReinforcement Learning (RL) | CodeCode Available | 1 |
| Outcome-based Reinforcement Learning to Predict the Future | May 23, 2025 | Holdout SetMath | —Unverified | 0 |
| The Unreasonable Effectiveness of Model Merging for Cross-Lingual Transfer in LLMs | May 23, 2025 | Cross-Lingual TransferMath | —Unverified | 0 |
| RaDeR: Reasoning-aware Dense Retrieval Models | May 23, 2025 | MathMathematical Problem-Solving | CodeCode Available | 1 |
| ConciseRL: Conciseness-Guided Reinforcement Learning for Efficient Reasoning Models | May 22, 2025 | Large Language ModelMath | CodeCode Available | 0 |
| AceReason-Nemotron: Advancing Math and Code Reasoning through Reinforcement Learning | May 22, 2025 | Mathreinforcement-learning | —Unverified | 0 |
| WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning | May 22, 2025 | MathReinforcement Learning (RL) | CodeCode Available | 2 |
| Incremental Sequence Classification with Temporal Consistency | May 22, 2025 | ClassificationLanguage Modeling | —Unverified | 0 |
| Veracity Bias and Beyond: Uncovering LLMs' Hidden Beliefs in Problem-Solving Reasoning | May 22, 2025 | AttributeMath | —Unverified | 0 |