reasoning capability

DeLTa: A Decoding Strategy based on Logit Trajectory Prediction Improves Factuality and Reasoning Ability EMNLP 2025 Disentangling Biased Knowledge from Reasoning in Large Language Models via Machine Unlearning ACL 2025 Disentangling Logic: The Role of Context in Large Language Model Reasoning Capabilities ACL 2025 Don't Take Things Out of Context: Attention Intervention for Enhancing Chain-of-Thought Reasoning in Large Language Models ICLR 2025 Expectation Preference Optimization: Reliable Preference Estimation for Improving the Reasoning Capability of Large Language Models EMNLP 2025 Explore the Reasoning Capability of LLMs in the Chess Testbed NAACL 2025 From Artificial Needles to Real Haystacks: Improving Retrieval Capabilities in LLMs by Finetuning on Synthetic Data ICLR 2025 InductionBench: LLMs Fail in the Simplest Complexity Class ACL 2025 Language Models over Large-Scale Knowledge Base: on Capacity, Flexibility and Reasoning for New Facts COLING 2025 LATTE: Learning to Think with Vision Specialists EMNLP 2025 Learning from Committee: Reasoning Distillation from a Mixture of Teachers with Peer-Review ACL 2025 LegalAgentBench: Evaluating LLM Agents in Legal Domain ACL 2025 LLM The Genius Paradox: A Linguistic and Math Expert’s Struggle with Simple Word-based Counting Problems NAACL 2025 Logic-Regularized Verifier Elicits Reasoning from LLMs ACL 2025 MDBench: A Synthetic Multi-Document Reasoning Benchmark Generated with Knowledge Guidance ACL 2025 Mitigating Hallucination by Integrating Knowledge Graphs into LLM Inference – a Systematic Literature Review ACL 2025 MR. Judge: Multimodal Reasoner as a Judge EMNLP 2025 Neuro-Symbolic Artificial Intelligence: Towards Improving the Reasoning Abilities of Large Language Models IJCAI 2025 Omni-MATH: A Universal Olympiad Level Mathematic Benchmark for Large Language Models ICLR 2025 On the Impact of Fine-Tuning on Chain-of-Thought Reasoning NAACL 2025 Please Translate Again: Two Simple Experiments on Whether Human-Like Reasoning Helps Translation EMNLP 2025 QCRD: Quality-guided Contrastive Rationale Distillation for Large Language Models EMNLP 2025 R2I-Bench: Benchmarking Reasoning-Driven Text-to-Image Generation EMNLP 2025 Revealing the Barriers of Language Agents in Planning NAACL 2025 Revisiting the Test-Time Scaling of o1-like Models: Do they Truly Possess Test-Time Scaling Capabilities? ACL 2025