Reasoning

Back Attention: Understanding and Enhancing Multi-Hop Reasoning in Large Language Models EMNLP 2025 C3oT: Generating Shorter Chain-of-Thought Without Compromising Effectiveness AAAI 2025 Can LLMs Recognize Their Own Analogical Hallucinations? Evaluating Uncertainty Estimation for Analogical Reasoning ACL 2025 ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) AAAI 2025 CoTMR: Chain-of-Thought Multi-Scale Reasoning for Training-Free Zero-Shot Composed Image Retrieval ICCV 2025 Enhancing Retrieval Systems with Inference-Time Logical Reasoning ACL 2025 Evaluating Step-by-step Reasoning Traces: A Survey EMNLP 2025 FinanceReasoning: Benchmarking Financial Numerical Reasoning More Credible, Comprehensive and Challenging ACL 2025 Improving Context Fidelity via Native Retrieval-Augmented Reasoning EMNLP 2025 Literature Meets Data: A Synergistic Approach to Hypothesis Generation ACL 2025 Long-form Hallucination Detection with Self-elicitation ACL 2025 MathFusion: Enhancing Mathematical Problem-solving of LLM through Instruction Fusion ACL 2025 NESTFUL: A Benchmark for Evaluating LLMs on Nested Sequences of API Calls EMNLP 2025 Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model CVPR 2025 QDTSynth: Quality-Driven Formal Theorem Synthesis for Enhancing Proving Performance of LLMs ACL 2025 RAG+: Enhancing Retrieval-Augmented Generation with Application-Aware Reasoning EMNLP 2025 RATIONALYST: Pre-training Process-Supervision for Improving Reasoning ACL 2025 RMath: A Logic Reasoning-Focused Datasets Toward Mathematical Multistep Reasoning Tasks AAAI 2025 StrucText-Eval: Evaluating Large Language Model’s Reasoning Ability in Structure-Rich Text ACL 2025 There’s No Such Thing as Simple Reasoning for LLMs ACL 2025 Thinking Out Loud: Do Reasoning Models Know When They’re Right? EMNLP 2025 Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning EMNLP 2025 Z1: Efficient Test-time Scaling with Code EMNLP 2025 AutoPSV: Automated Process-Supervised Verifier NeurIPS 2024 FanOutQA: A Multi-Hop, Multi-Document Question Answering Benchmark for Large Language Models ACL 2024