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task decomposition

76 papers

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Co-occurring keywords

large language model (13587) task planning (105) reinforcement learning (4352) multi-agent system (1819) language model (4599) hierarchical reinforcement learning (171) policy learning (702) question answering (2963) hierarchical task network (26) autonomous agent (168)

Papers

T4NMTD: Transition-Centric Reinforcement Learning for Non-Markovian Task Decomposition AAAI 2026
Verification-Aware Planning for Multi-Agent Systems EACL 2026
From Query to Counsel: Structured Reasoning with a Multi-Agent Framework and Dataset for Legal Consultation ACL 2026
AdaptJobRec: Enhancing Conversational Career Recommendation Through an LLM-Powered Agentic System AAAI 2026
Conditional Diffusion Model for Multi-Agent Dynamic Task Decomposition AAAI 2026
Patho-AgenticRAG: Towards Multimodal Agentic Retrieval-Augmented Generation for Pathology VLMs via Reinforcement Learning AAAI 2026
IndoorUAV: Benchmarking Vision-Language UAV Navigation in Continuous Indoor Environments AAAI 2026
Hypertension and Total-Order Forward Decomposition Optimizations (Abstract Reprint) AAAI 2026
Re-TASK: Revisiting LLM Tasks from Capability, Skill, and Knowledge Perspectives ACL 2025
UT-NLP at SemEval-2025 Task 11: Evaluating Zero-Shot Capability of GPT-4o mini on Emotion Recognition via Role-Play and Contrastive Judging ACL 2025
Self-play through Computational Runtimes improves Chart Reasoning ACL 2025
ACT: Knowledgeable Agents to Design and Perform Complex Tasks ACL 2025
PLAN-TUNING: Post-Training Language Models to Learn Step-by-Step Planning for Complex Problem Solving EMNLP 2025
Beyond Outlining: Heterogeneous Recursive Planning for Adaptive Long-form Writing with Language Models EMNLP 2025
Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More More ACL 2025
Relational Decomposition for Program Synthesis IJCAI 2025
Code-BT: A Code-Driven Approach to Behavior Tree Generation for Robot Tasks Planning with Large Language Models IJCAI 2025
Select-Then-Decompose: From Empirical Analysis to Adaptive Selection Strategy for Task Decomposition in Large Language Models EMNLP 2025
DeKeyNLU: Enhancing Natural Language to SQL Generation through Task Decomposition and Keyword Extraction EMNLP 2025
Self-DC: When to Reason and When to Act? Self Divide-and-Conquer for Compositional Unknown Questions NAACL 2025
The Role of Deductive and Inductive Reasoning in Large Language Models ACL 2025
Divide-Then-Aggregate: An Efficient Tool Learning Method via Parallel Tool Invocation ACL 2025
Hazards in Daily Life? Enabling Robots to Proactively Detect and Resolve Anomalies NAACL 2025
MQA-KEAL: Multi-hop Question Answering under Knowledge Editing for Arabic Language COLING 2025
Decompose-ToM: Enhancing Theory of Mind Reasoning in Large Language Models through Simulation and Task Decomposition COLING 2025