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Planning

3112 directly classified papers

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Papers

Stepwise Informativeness Search for Improving LLM Reasoning EMNLP 2025

DiMo-GUI: Advancing Test-time Scaling in GUI Grounding via Modality-Aware Visual Reasoning EMNLP 2025

iVISPAR — An Interactive Visual-Spatial Reasoning Benchmark for VLMs EMNLP 2025

LLMAP: LLM-Assisted Multi-Objective Route Planning with User Preferences EMNLP 2025

Enhancing Logical Reasoning in Language Models via Symbolically-Guided Monte Carlo Process Supervision EMNLP 2025

NESTFUL: A Benchmark for Evaluating LLMs on Nested Sequences of API Calls EMNLP 2025

Long Chain-of-Thought Fine-tuning via Understanding-to-Reasoning Transition EMNLP 2025

AIPOM: Agent-aware Interactive Planning for Multi-Agent Systems EMNLP 2025

AgentDiagnose: An Open Toolkit for Diagnosing LLM Agent Trajectories EMNLP 2025

MASA: LLM-Driven Multi-Agent Systems for Autoformalization EMNLP 2025

ReAct Meets Industrial IoT: Language Agents for Data Access EMNLP 2025

Runaway is Ashamed, But Helpful: On the Early-Exit Behavior of Large Language Model-based Agents in Embodied Environments EMNLP 2025

PhysicsEval: Inference-Time Techniques to Improve the Reasoning Proficiency of Large Language Models on Physics Problems IJCNLP 2025

Divide, Link, and Conquer: Recall-oriented Schema Linking for NL-to-SQL via Question Decomposition EMNLP 2025

Declarative Techniques for NL Queries over Heterogeneous Data EMNLP 2025

Aristotle: Mastering Logical Reasoning with A Logic-Complete Decompose-Search-Resolve Framework ACL 2025

AttributeForge: An Agentic LLM Framework for Automated Product Schema Modeling EMNLP 2025

VestaBench: An Embodied Benchmark for Safe Long-Horizon Planning Under Multi-Constraint and Adversarial Settings EMNLP 2025

<SYNTACT>: Structuring Your Natural Language SOPs into Tailored Ambiguity-Resolved Code Templates EMNLP 2025

Logical Reasoning with Outcome Reward Models for Test-Time Scaling EMNLP 2025

SPORTSQL: An Interactive System for Real-Time Sports Reasoning and Visualization IJCNLP 2025

Diverge to Induce Prompting: Multi-Rationale Induction for Zero-Shot Reasoning IJCNLP 2025

Planning Agents on an Ego-Trip: Leveraging Hybrid Ego-Graph Ensembles for Improved Tool Retrieval in Enterprise Task Planning IJCNLP 2025

ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges EMNLP 2025

ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA EMNLP 2025