reasoning capability

Large Language Models are Limited in Out-of-Context Knowledge Reasoning EMNLP 2024 “Let’s Argue Both Sides”: Argument Generation Can Force Small Models to Utilize Previously Inaccessible Reasoning Capabilities EMNLP 2024 Mirror-Consistency: Harnessing Inconsistency in Majority Voting EMNLP 2024 MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark NeurIPS 2024 MMLU-SR: A Benchmark for Stress-Testing Reasoning Capability of Large Language Models EMNLP 2024 Multi-Stage Balanced Distillation: Addressing Long-Tail Challenges in Sequence-Level Knowledge Distillation EMNLP 2024 Preemptive Answer “Attacks” on Chain-of-Thought Reasoning ACL 2024 PUB: A Pragmatics Understanding Benchmark for Assessing LLMs’ Pragmatics Capabilities ACL 2024 Puzzle Solving using Reasoning of Large Language Models: A Survey EMNLP 2024 Reason from Fallacy: Enhancing Large Language Models’ Logical Reasoning through Logical Fallacy Understanding NAACL 2024 Reward Engineering for Generating Semi-structured Explanation EACL 2024 SpaRC and SpaRP: Spatial Reasoning Characterization and Path Generation for Understanding Spatial Reasoning Capability of Large Language Models ACL 2024 Teaching Small Language Models Reasoning through Counterfactual Distillation EMNLP 2024 The Mystery of the Pathological Path-star Task for Language Models EMNLP 2024 Thinking about how to extract: Energizing LLMs’ emergence capabilities for document-level event argument extraction ACL 2024 TimeBench: A Comprehensive Evaluation of Temporal Reasoning Abilities in Large Language Models ACL 2024 Towards Benchmarking Situational Awareness of Large Language Models:Comprehensive Benchmark, Evaluation and Analysis EMNLP 2024 Trace-of-Thought Prompting: Investigating Prompt-Based Knowledge Distillation Through Question Decomposition ACL 2024 Unchosen Experts Can Contribute Too: Unleashing MoE Models’ Power by Self-Contrast NeurIPS 2024 Weak-to-Strong Reasoning EMNLP 2024 What If the TV Was Off? Examining Counterfactual Reasoning Abilities of Multi-modal Language Models CVPR 2024 When Do Program-of-Thought Works for Reasoning? AAAI 2024 When Hindsight is Not 20/20: Testing Limits on Reflective Thinking in Large Language Models NAACL 2024 Did the Models Understand Documents? Benchmarking Models for Language Understanding in Document-Level Relation Extraction ACL 2023 Distilling Reasoning Capabilities into Smaller Language Models ACL 2023