| GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems | Jul 17, 2025 | DiversityGSM8K | —Unverified | 0 |
| DAC: A Dynamic Attention-aware Approach for Task-Agnostic Prompt Compression | Jul 16, 2025 | GSM8K | CodeCode Available | 0 |
| KisMATH: Do LLMs Have Knowledge of Implicit Structures in Mathematical Reasoning? | Jul 15, 2025 | GSM8KLanguage Modeling | —Unverified | 0 |
| CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs | Jul 8, 2025 | GSM8KMath | —Unverified | 0 |
| Activation Steering for Chain-of-Thought Compression | Jul 7, 2025 | GSM8KMath | CodeCode Available | 0 |
| any4: Learned 4-bit Numeric Representation for LLMs | Jul 7, 2025 | GPUGSM8K | CodeCode Available | 2 |
| IRanker: Towards Ranking Foundation Model | Jun 25, 2025 | GSM8Kmodel | CodeCode Available | 1 |
| Scaling Speculative Decoding with Lookahead Reasoning | Jun 24, 2025 | GPUGSM8K | CodeCode Available | 0 |
| Plan for Speed -- Dilated Scheduling for Masked Diffusion Language Models | Jun 23, 2025 | Code CompletionGSM8K | —Unverified | 0 |
| CommVQ: Commutative Vector Quantization for KV Cache Compression | Jun 23, 2025 | GPUGSM8K | CodeCode Available | 1 |
| AgentGroupChat-V2: Divide-and-Conquer Is What LLM-Based Multi-Agent System Need | Jun 18, 2025 | GSM8KHumanEval | CodeCode Available | 0 |
| Fractional Reasoning via Latent Steering Vectors Improves Inference Time Compute | Jun 18, 2025 | continuous-controlContinuous Control | —Unverified | 0 |
| LoRA-Mixer: Coordinate Modular LoRA Experts Through Serial Attention Routing | Jun 17, 2025 | ARCCoLA | —Unverified | 0 |
| Re-Initialization Token Learning for Tool-Augmented Large Language Models | Jun 17, 2025 | GSM8KQuestion Answering | CodeCode Available | 0 |
| Xolver: Multi-Agent Reasoning with Holistic Experience Learning Just Like an Olympiad Team | Jun 17, 2025 | Code GenerationGSM8K | CodeCode Available | 1 |
| Excessive Reasoning Attack on Reasoning LLMs | Jun 17, 2025 | GSM8K | —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 a Continue-Thinking Token for Enhanced Test-Time Scaling | Jun 12, 2025 | GSM8KMath | CodeCode Available | 0 |
| Slimming Down LLMs Without Losing Their Minds | Jun 12, 2025 | Computational EfficiencyGSM8K | —Unverified | 0 |
| Fast on the Easy, Deep on the Hard: Efficient Reasoning via Powered Length Penalty | Jun 12, 2025 | GSM8K | —Unverified | 0 |
| PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models | Jun 12, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 |
| Unsupervised Elicitation of Language Models | Jun 11, 2025 | GSM8KTruthfulQA | CodeCode Available | 0 |
| Enhancing Reasoning Capabilities of Small Language Models with Blueprints and Prompt Template Search | Jun 10, 2025 | GSM8KMath | —Unverified | 0 |
| Guideline Forest: Experience-Induced Multi-Guideline Reasoning with Stepwise Aggregation | Jun 9, 2025 | GSM8KHumanEval | —Unverified | 0 |
| Text-to-LoRA: Instant Transformer Adaption | Jun 6, 2025 | ARCGSM8K | CodeCode Available | 0 |