| 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 |
| A Scaling Law for Token Efficiency in LLM Fine-Tuning Under Fixed Compute Budgets | May 9, 2025 | MMLU | —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 |
| 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 |