| One Language, Many Gaps: Evaluating Dialect Fairness and Robustness of Large Language Models in Reasoning Tasks | Oct 14, 2024 | FairnessGSM8K | CodeCode Available | 0 | 5 |
| Inference Scaling vs Reasoning: An Empirical Analysis of Compute-Optimal LLM Problem-Solving | Dec 20, 2024 | Computational EfficiencyGSM8K | CodeCode Available | 0 | 5 |
| In-Context Principle Learning from Mistakes | Feb 8, 2024 | GSM8KIn-Context Learning | CodeCode Available | 0 | 5 |
| LLM-TOPLA: Efficient LLM Ensemble by Maximising Diversity | Oct 4, 2024 | DiversityEnsemble Pruning | CodeCode Available | 0 | 5 |
| A mixed policy to improve performance of language models on math problems | Jul 17, 2023 | GSM8KMath | CodeCode Available | 0 | 5 |
| How to Leverage Demonstration Data in Alignment for Large Language Model? A Self-Imitation Learning Perspective | Oct 14, 2024 | Density Ratio EstimationGSM8K | CodeCode Available | 0 | 5 |
| DAC: A Dynamic Attention-aware Approach for Task-Agnostic Prompt Compression | Jul 16, 2025 | GSM8K | CodeCode Available | 0 | 5 |
| GKT: A Novel Guidance-Based Knowledge Transfer Framework For Efficient Cloud-edge Collaboration LLM Deployment | May 30, 2024 | GSM8KKnowledge Distillation | CodeCode Available | 0 | 5 |
| MathScale: Scaling Instruction Tuning for Mathematical Reasoning | Mar 5, 2024 | GSM8KMath | CodeCode Available | 0 | 5 |
| AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting | May 24, 2025 | GSM8KReinforcement Learning (RL) | CodeCode Available | 0 | 5 |
