Artificial Intelligence › Core AI ›

Reasoning

2595 directly classified papers

Papers per year

Papers

IDEA: Enhancing the Rule Learning Ability of Large Language Model Agent through Induction, Deduction, and Abduction ACL 2025

Improving Consistency in LLM Inference using Probabilistic Tokenization NAACL 2025

Assimilation and Accommodation: Task-Adaptive Hierarchical Abstraction for Solving Web Tasks ACL 2025

Exploring the Limitations of Mamba in COPY and CoT Reasoning EMNLP 2025

Local Look-Ahead Guidance via Verifier-in-the-Loop for Automated Theorem Proving ACL 2025

BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression NAACL 2025

On the Consistency of Commonsense in Large Language Models ACL 2025

Boundary Matters: Leveraging Structured Text Plots for Long Text Outline Generation EMNLP 2025

ExpliCa: Evaluating Explicit Causal Reasoning in Large Language Models ACL 2025

Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs NAACL 2025

TReMu: Towards Neuro-Symbolic Temporal Reasoning for LLM-Agents with Memory in Multi-Session Dialogues ACL 2025

Fuzzy Reasoning Chain (FRC): An Innovative Reasoning Framework from Fuzziness to Clarity EMNLP 2025

Confidence Improves Self-Consistency in LLMs ACL 2025

Time-aware ReAct Agent for Temporal Knowledge Graph Question Answering NAACL 2025

LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs ACL 2025

SGCD: Subtask-Guided Causal-Debiasing Framework for Robust Cross-Utterance Sentiment Quadruple Extraction in Dialogues EMNLP 2025

Revisiting Self-Consistency from Dynamic Distributional Alignment Perspective on Answer Aggregation ACL 2025

SG-FSM: A Self-Guiding Zero-Shot Prompting Paradigm for Multi-Hop Question Answering Based on Finite State Machine NAACL 2025

MDBench: A Synthetic Multi-Document Reasoning Benchmark Generated with Knowledge Guidance ACL 2025

Language-Informed Synthesis of Rational Agent Models for Grounded Theory-of-Mind Reasoning On-the-fly EMNLP 2025

CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought ACL 2025

DiPT: Enhancing LLM Reasoning through Diversified Perspective-Taking NAACL 2025

Can Stories Help LLMs Reason? Curating Information Space Through Narrative ACL 2025

NLI under the Microscope: What Atomic Hypothesis Decomposition Reveals NAACL 2025

Can Large Vision-Language Models Correct Semantic Grounding Errors By Themselves? CVPR 2025