| Learning What Matters: Probabilistic Task Selection via Mutual Information for Model Finetuning | Jul 16, 2025 | DiversityMMLU | —Unverified | 0 |
| Step-wise Policy for Rare-tool Knowledge (SPaRK): Offline RL that Drives Diverse Tool Use in LLMs | Jul 15, 2025 | DiversityMMLU | CodeCode Available | 0 |
| Lizard: An Efficient Linearization Framework for Large Language Models | Jul 11, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Integrating External Tools with Large Language Models to Improve Accuracy | Jul 9, 2025 | Mathematical ReasoningMMLU | —Unverified | 0 |
| Growing Transformers: Modular Composition and Layer-wise Expansion on a Frozen Substrate | Jul 8, 2025 | Continual LearningMixture-of-Experts | CodeCode Available | 0 |
| The Delta Learning Hypothesis: Preference Tuning on Weak Data can Yield Strong Gains | Jul 8, 2025 | MathMMLU | CodeCode Available | 1 |
| any4: Learned 4-bit Numeric Representation for LLMs | Jul 7, 2025 | GPUGSM8K | CodeCode Available | 2 |
| Reinforcement Fine-Tuning Naturally Mitigates Forgetting in Continual Post-Training | Jul 7, 2025 | General KnowledgeMMLU | —Unverified | 0 |
| Emergent Semantics Beyond Token Embeddings: Transformer LMs with Frozen Visual Unicode Representations | Jul 7, 2025 | AttributeMMLU | CodeCode Available | 0 |
| Multi-lingual Functional Evaluation for Large Language Models | Jun 25, 2025 | BelebeleInstruction Following | —Unverified | 0 |
| Biomed-Enriched: A Biomedical Dataset Enriched with LLMs for Pretraining and Extracting Rare and Hidden Content | Jun 25, 2025 | ArticlesContinual Pretraining | —Unverified | 0 |
| Enterprise Large Language Model Evaluation Benchmark | Jun 25, 2025 | Language Model EvaluationLanguage Modeling | —Unverified | 0 |
| Gazal-R1: Achieving State-of-the-Art Medical Reasoning with Parameter-Efficient Two-Stage Training | Jun 18, 2025 | MedQAMMLU | —Unverified | 0 |
| Slimming Down LLMs Without Losing Their Minds | Jun 12, 2025 | Computational EfficiencyGSM8K | —Unverified | 0 |
| Surface Fairness, Deep Bias: A Comparative Study of Bias in Language Models | Jun 12, 2025 | FairnessMMLU | —Unverified | 0 |
| MoE-GPS: Guidlines for Prediction Strategy for Dynamic Expert Duplication in MoE Load Balancing | Jun 9, 2025 | GPUMixture-of-Experts | —Unverified | 0 |
| From Threat to Tool: Leveraging Refusal-Aware Injection Attacks for Safety Alignment | Jun 7, 2025 | ARCMMLU | —Unverified | 0 |
| Automatic Robustness Stress Testing of LLMs as Mathematical Problem Solvers | Jun 5, 2025 | GSM8KMath | —Unverified | 0 |
| GEM: Empowering LLM for both Embedding Generation and Language Understanding | Jun 4, 2025 | DecoderLarge Language Model | —Unverified | 0 |
| Do Language Models Mirror Human Confidence? Exploring Psychological Insights to Address Overconfidence in LLMs | May 31, 2025 | MMLU | CodeCode Available | 0 |
| SiLVR: A Simple Language-based Video Reasoning Framework | May 30, 2025 | MathMME | CodeCode Available | 1 |
| Simulating Training Data Leakage in Multiple-Choice Benchmarks for LLM Evaluation | May 30, 2025 | Continual PretrainingFairness | CodeCode Available | 0 |
| HELM: Hyperbolic Large Language Models via Mixture-of-Curvature Experts | May 30, 2025 | ARCGeneral Knowledge | CodeCode Available | 1 |
| Model Unlearning via Sparse Autoencoder Subspace Guided Projections | May 30, 2025 | Adversarial Robustnessfeature selection | —Unverified | 0 |
| Revisiting Uncertainty Estimation and Calibration of Large Language Models | May 29, 2025 | Mixture-of-ExpertsMMLU | —Unverified | 0 |