reasoning ability

Truth Behind the Scene: Designing Evaluations Benchmarks to Assess LLMs’ Task-Specific Understanding over Test-Taking Strategies AAAI 2025 UniICL: An Efficient ICL Framework Unifying Compression, Selection, and Generation ACL 2025 VSP: Diagnosing the Dual Challenges of Perception and Reasoning in Spatial Planning Tasks for MLLMs ICCV 2025 WiCkeD: A Simple Method to Make Multiple Choice Benchmarks More Challenging ACL 2025 Belief Revision: The Adaptability of Large Language Models Reasoning EMNLP 2024 Benchmarking Chinese Commonsense Reasoning of LLMs: From Chinese-Specifics to Reasoning-Memorization Correlations ACL 2024 DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving NeurIPS 2024 DDPrompt: Differential Diversity Prompting in Large Language Models ACL 2024 Initialization is Critical to Whether Transformers Fit Composite Functions by Reasoning or Memorizing NeurIPS 2024 Let Me Speak Freely? A Study On The Impact Of Format Restrictions On Large Language Model Performance. EMNLP 2024 MAmmoTH2: Scaling Instructions from the Web NeurIPS 2024 NPHardEval: Dynamic Benchmark on Reasoning Ability of Large Language Models via Complexity Classes ACL 2024 On the Inductive Bias of Stacking Towards Improving Reasoning NeurIPS 2024 Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key? ACL 2024 Self-playing Adversarial Language Game Enhances LLM Reasoning NeurIPS 2024 Self-Refine Instruction-Tuning for Aligning Reasoning in Language Models EMNLP 2024 The Impact of Reasoning Step Length on Large Language Models ACL 2024 When LLMs Meet Cunning Texts: A Fallacy Understanding Benchmark for Large Language Models NeurIPS 2024 Advancing Visual Grounding With Scene Knowledge: Benchmark and Method CVPR 2023 Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data EMNLP 2023 Democratizing Reasoning Ability: Tailored Learning from Large Language Model EMNLP 2023 Getting MoRE out of Mixture of Language Model Reasoning Experts EMNLP 2023 Large Language Models Can Self-Improve EMNLP 2023 Language Prior Is Not the Only Shortcut: A Benchmark for Shortcut Learning in VQA EMNLP 2022 Diagnosing the First-Order Logical Reasoning Ability Through LogicNLI EMNLP 2021