| Hierarchical Prompting Taxonomy: A Universal Evaluation Framework for Large Language Models Aligned with Human Cognitive Principles | Jun 18, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 | 5 |
| Large (Vision) Language Models are Unsupervised In-Context Learners | Apr 3, 2025 | GSM8KIn-Context Learning | CodeCode Available | 1 | 5 |
| Matrix Information Theory for Self-Supervised Learning | May 27, 2023 | Contrastive LearningGSM8K | CodeCode Available | 1 | 5 |
| Math Neurosurgery: Isolating Language Models' Math Reasoning Abilities Using Only Forward Passes | Oct 22, 2024 | GSM8KLanguage Modeling | CodeCode Available | 1 | 5 |
| Data Contamination Quiz: A Tool to Detect and Estimate Contamination in Large Language Models | Nov 10, 2023 | GSM8KMemorization | CodeCode Available | 1 | 5 |
| IRanker: Towards Ranking Foundation Model | Jun 25, 2025 | GSM8Kmodel | CodeCode Available | 1 | 5 |
| Language Models as Science Tutors | Feb 16, 2024 | GSM8KMath | CodeCode Available | 1 | 5 |
| FINEREASON: Evaluating and Improving LLMs' Deliberate Reasoning through Reflective Puzzle Solving | Feb 27, 2025 | GSM8KMath | CodeCode Available | 1 | 5 |
| DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling | Jun 17, 2024 | GSM8KMath | CodeCode Available | 1 | 5 |
| Keeping LLMs Aligned After Fine-tuning: The Crucial Role of Prompt Templates | Feb 28, 2024 | GSM8KSafety Alignment | CodeCode Available | 1 | 5 |
