| Review-Instruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models | May 16, 2025 | DiversityMMLU | CodeCode Available | 0 |
| Mining Hidden Thoughts from Texts: Evaluating Continual Pretraining with Synthetic Data for LLM Reasoning | May 15, 2025 | Continual PretrainingMMLU | —Unverified | 0 |
| KRISTEVA: Close Reading as a Novel Task for Benchmarking Interpretive Reasoning | May 14, 2025 | BenchmarkingMMLU | —Unverified | 0 |
| AttentionInfluence: Adopting Attention Head Influence for Weak-to-Strong Pretraining Data Selection | May 12, 2025 | GSM8KHumanEval | —Unverified | 0 |
| SEM: Reinforcement Learning for Search-Efficient Large Language Models | May 12, 2025 | MMLUreinforcement-learning | —Unverified | 0 |
| LLMs Outperform Experts on Challenging Biology Benchmarks | May 9, 2025 | MMLUVirology | —Unverified | 0 |
| Elastic Weight Consolidation for Full-Parameter Continual Pre-Training of Gemma2 | May 9, 2025 | ARCBelebele | —Unverified | 0 |
| A Scaling Law for Token Efficiency in LLM Fine-Tuning Under Fixed Compute Budgets | May 9, 2025 | MMLU | —Unverified | 0 |
| Measuring Hong Kong Massive Multi-Task Language Understanding | May 4, 2025 | MMLUMulti-task Language Understanding | —Unverified | 0 |
| Memory-Efficient LLM Training by Various-Grained Low-Rank Projection of Gradients | May 3, 2025 | GSM8KMMLU | —Unverified | 0 |
| ReasonIR: Training Retrievers for Reasoning Tasks | Apr 29, 2025 | Information RetrievalMMLU | CodeCode Available | 3 |
| LongPerceptualThoughts: Distilling System-2 Reasoning for System-1 Perception | Apr 21, 2025 | MathMMLU | —Unverified | 0 |
| Video-MMLU: A Massive Multi-Discipline Lecture Understanding Benchmark | Apr 20, 2025 | MMLU | CodeCode Available | 1 |
| SHA256 at SemEval-2025 Task 4: Selective Amnesia -- Constrained Unlearning for Large Language Models via Knowledge Isolation | Apr 17, 2025 | AttributeMachine Unlearning | CodeCode Available | 0 |
| DataDecide: How to Predict Best Pretraining Data with Small Experiments | Apr 15, 2025 | ARCHellaSwag | CodeCode Available | 3 |
| Transferable text data distillation by trajectory matching | Apr 14, 2025 | ARCLarge Language Model | —Unverified | 0 |
| Probing then Editing Response Personality of Large Language Models | Apr 14, 2025 | MMLU | CodeCode Available | 0 |
| Domain-Adaptive Continued Pre-Training of Small Language Models | Apr 13, 2025 | Domain AdaptationHellaSwag | —Unverified | 0 |
| Large Language Models Could Be Rote Learners | Apr 11, 2025 | MemorizationMMLU | —Unverified | 0 |
| Dynamic Cheatsheet: Test-Time Learning with Adaptive Memory | Apr 10, 2025 | MathMMLU | CodeCode Available | 3 |
| Task-Circuit Quantization: Leveraging Knowledge Localization and Interpretability for Compression | Apr 10, 2025 | MathMMLU | CodeCode Available | 1 |
| GAAPO: Genetic Algorithmic Applied to Prompt Optimization | Apr 9, 2025 | MMLUPrompt Engineering | —Unverified | 0 |
| Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization | Apr 8, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| Sample, Don't Search: Rethinking Test-Time Alignment for Language Models | Apr 4, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 |
| More is Less: The Pitfalls of Multi-Model Synthetic Preference Data in DPO Safety Alignment | Apr 3, 2025 | ARCHellaSwag | —Unverified | 0 |
| YourBench: Easy Custom Evaluation Sets for Everyone | Apr 2, 2025 | MMLU | CodeCode Available | 3 |
| Order Independence With Finetuning | Mar 30, 2025 | ARCLanguage Modeling | —Unverified | 0 |
| Quamba2: A Robust and Scalable Post-training Quantization Framework for Selective State Space Models | Mar 28, 2025 | MMLUQuantization | CodeCode Available | 2 |
| Effective Skill Unlearning through Intervention and Abstention | Mar 27, 2025 | General KnowledgeMath | CodeCode Available | 0 |
| Mobile-MMLU: A Mobile Intelligence Language Understanding Benchmark | Mar 26, 2025 | MMLUMultiple-choice | CodeCode Available | 1 |
| Qwen2.5-Omni Technical Report | Mar 26, 2025 | Automatic Speech Recognition (ASR)GSM8K | CodeCode Available | 7 |
| Efficient Model Development through Fine-tuning Transfer | Mar 25, 2025 | MMLUmodel | —Unverified | 0 |
| ChatBench: From Static Benchmarks to Human-AI Evaluation | Mar 22, 2025 | MathMMLU | CodeCode Available | 0 |
| Bias Evaluation and Mitigation in Retrieval-Augmented Medical Question-Answering Systems | Mar 19, 2025 | counterfactualDecision Making | —Unverified | 0 |
| SuperBPE: Space Travel for Language Models | Mar 17, 2025 | Inductive BiasMMLU | —Unverified | 0 |
| LAG-MMLU: Benchmarking Frontier LLM Understanding in Latvian and Giriama | Mar 14, 2025 | BenchmarkingMMLU | —Unverified | 0 |
| MMLU-ProX: A Multilingual Benchmark for Advanced Large Language Model Evaluation | Mar 13, 2025 | Language Model EvaluationLanguage Modeling | —Unverified | 0 |
| Evaluating Mathematical Reasoning Across Large Language Models: A Fine-Grained Approach | Mar 13, 2025 | Formal LogicMathematical Reasoning | —Unverified | 0 |
| Effectiveness of Zero-shot-CoT in Japanese Prompts | Mar 9, 2025 | Abstract AlgebraCollege Mathematics | —Unverified | 0 |
| Correctness Coverage Evaluation for Medical Multiple-Choice Question Answering Based on the Enhanced Conformal Prediction Framework | Mar 7, 2025 | Conformal PredictionMedical Question Answering | —Unverified | 0 |
| Symbolic Mixture-of-Experts: Adaptive Skill-based Routing for Heterogeneous Reasoning | Mar 7, 2025 | GPUMath | —Unverified | 0 |
| Leveraging Approximate Caching for Faster Retrieval-Augmented Generation | Mar 7, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Universality of Layer-Level Entropy-Weighted Quantization Beyond Model Architecture and Size | Mar 6, 2025 | MMLUQuantization | —Unverified | 0 |
| KurTail : Kurtosis-based LLM Quantization | Mar 3, 2025 | GPULanguage Modeling | —Unverified | 0 |
| When an LLM is apprehensive about its answers -- and when its uncertainty is justified | Mar 3, 2025 | MathMMLU | CodeCode Available | 0 |
| None of the Above, Less of the Right: Parallel Patterns between Humans and LLMs on Multi-Choice Questions Answering | Mar 3, 2025 | Business EthicsEthics | —Unverified | 0 |
| SCORE: Systematic COnsistency and Robustness Evaluation for Large Language Models | Feb 28, 2025 | MMLU | CodeCode Available | 11 |
| PolyPrompt: Automating Knowledge Extraction from Multilingual Language Models with Dynamic Prompt Generation | Feb 27, 2025 | MMLU | —Unverified | 0 |
| Voting or Consensus? Decision-Making in Multi-Agent Debate | Feb 26, 2025 | Decision MakingMMLU | CodeCode Available | 0 |
| Distill Not Only Data but Also Rewards: Can Smaller Language Models Surpass Larger Ones? | Feb 26, 2025 | GSM8KMMLU | —Unverified | 0 |