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Reasoning

2,428 papers (30 classified directly here)

Subtopics

Causal Inference (936) Automated Reasoning (843) Formal Methods (351) Automated Planning (288) Graph Embeddings (215)

Papers per year

11
11
272
299
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Papers (including subtopics)

MultiLogicNMR(er): A Benchmark and Neural-Symbolic Framework for Non-monotonic Reasoning with Multiple Extensions EMNLP 2025
PlanGEN: A Multi-Agent Framework for Generating Planning and Reasoning Trajectories for Complex Problem Solving EMNLP 2025
LogicTree: Structured Proof Exploration for Coherent and Rigorous Logical Reasoning with Large Language Models EMNLP 2025
LLM-Guided Semantic Relational Reasoning for Multimodal Intent Recognition EMNLP 2025
TCP: a Benchmark for Temporal Constraint-Based Planning EMNLP 2025
Code Execution as Grounded Supervision for LLM Reasoning EMNLP 2025
Causal Tree Extraction from Medical Case Reports: A Novel Task for Experts-like Text Comprehension EMNLP 2025
Castle: Causal Cascade Updates in Relational Databases with Large Language Models EMNLP 2025
MASA: LLM-Driven Multi-Agent Systems for Autoformalization EMNLP 2025
LLM×MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent System EMNLP 2025
PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning EMNLP 2025
Contrastive Learning Using Graph Embeddings for Domain Adaptation of Language Models in the Process Industry EMNLP 2025
From Feedback to Checklists: Grounded Evaluation of AI-Generated Clinical Notes EMNLP 2025
Building Data-Driven Occupation Taxonomies: A Bottom-Up Multi-Stage Approach via Semantic Clustering and Multi-Agent Collaboration EMNLP 2025
LATTE: Learning Aligned Transactions and Textual Embeddings for Bank Clients EMNLP 2025
Z1: Efficient Test-time Scaling with Code EMNLP 2025
Neuro-Symbolic Natural Language Processing EMNLP 2025
THCM-CAL: Temporal-Hierarchical Causal Modelling with Conformal Calibration for Clinical Risk Prediction EMNLP 2025
On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions EMNLP 2025
DS-MHP: Improving Chain-of-Thought through Dynamic Subgraph-Guided Multi-Hop Path EMNLP 2025
Stress-Testing the Reasoning Competence of Language Models With Formal Proofs EMNLP 2025
MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search EMNLP 2025
Inductive Reasoning on Few-Shot Knowledge Graphs with Task-Aware Language Models EMNLP 2025
SKRAG: A Retrieval-Augmented Generation Framework Guided by Reasoning Skeletons over Knowledge Graphs EMNLP 2025
CausalMACE: Causality Empowered Multi-Agents in Minecraft Cooperative Tasks EMNLP 2025