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Reasoning

29 directly classified papers

Subtopics

Causal Inference (934) Automated Reasoning (840) Formal Methods (350) Automated Planning (287) Graph Embeddings (214)

Papers per year

Papers

Code Execution as Grounded Supervision for LLM Reasoning EMNLP 2025
Accelerate Parallelizable Reasoning via Parallel Decoding within One Sequence EMNLP 2025
LATTE: Learning Aligned Transactions and Textual Embeddings for Bank Clients EMNLP 2025
Z1: Efficient Test-time Scaling with Code EMNLP 2025
CoTMR: Chain-of-Thought Multi-Scale Reasoning for Training-Free Zero-Shot Composed Image Retrieval ICCV 2025
Back Attention: Understanding and Enhancing Multi-Hop Reasoning in Large Language Models EMNLP 2025
PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning EMNLP 2025
Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model CVPR 2025
Table-Critic: A Multi-Agent Framework for Collaborative Criticism and Refinement in Table Reasoning ACL 2025
Critic-CoT: Boosting the Reasoning Abilities of Large Language Model via Chain-of-Thought Critic ACL 2025
Scaling LLMs’ Social Reasoning: Sprinkle Cognitive “Aha Moment” into Fundamental Long-thought Logical Capabilities ACL 2025
Uncovering the Impact of Chain-of-Thought Reasoning for Direct Preference Optimization: Lessons from Text-to-SQL ACL 2025
Enhancing Mathematical Reasoning in LLMs by Stepwise Correction ACL 2025
Exclusion of Thought: Mitigating Cognitive Load in Large Language Models for Enhanced Reasoning in Multiple-Choice Tasks ACL 2025
Tree-of-Debate: Multi-Persona Debate Trees Elicit Critical Thinking for Scientific Comparative Analysis ACL 2025
FinanceReasoning: Benchmarking Financial Numerical Reasoning More Credible, Comprehensive and Challenging ACL 2025
Facilitating Long Context Understanding via Supervised Chain-of-Thought Reasoning EMNLP 2025
MolRAG: Unlocking the Power of Large Language Models for Molecular Property Prediction ACL 2025
Mind's Eye of LLMs: Visualization-of-Thought Elicits Spatial Reasoning in Large Language Models NIPS 2024
MAmmoTH2: Scaling Instructions from the Web NIPS 2024
MIDGARD: Self-Consistency Using Minimum Description Length for Structured Commonsense Reasoning ACL 2024
ReConcile: Round-Table Conference Improves Reasoning via Consensus among Diverse LLMs ACL 2024
Teaching Small Language Models Reasoning through Counterfactual Distillation EMNLP 2024
AutoPSV: Automated Process-Supervised Verifier NIPS 2024
DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving NIPS 2024