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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

MegaAgent: A Large-Scale Autonomous LLM-based Multi-Agent System Without Predefined SOPs ACL 2025
CompKBQA: Component-wise Task Decomposition for Knowledge Base Question Answering EMNLP 2025
Select-Then-Decompose: From Empirical Analysis to Adaptive Selection Strategy for Task Decomposition in Large Language Models EMNLP 2025
Automatic Evaluation for Text-to-image Generation: Task-decomposed Framework, Distilled Training, and Meta-evaluation Benchmark ACL 2025
Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More More ACL 2025
Re-TASK: Revisiting LLM Tasks from Capability, Skill, and Knowledge Perspectives ACL 2025
RaDA: Retrieval-augmented Web Agent Planning with LLMs ACL 2024
Structurally Guided Task Decomposition in Spatial Navigation Tasks (Student Abstract) AAAI 2024
Decompose and Compare Consistency: Measuring VLMs’ Answer Reliability via Task-Decomposition Consistency Comparison EMNLP 2024
End-to-End Emotion Semantic Parsing ACL 2024
A Tale of Two Revisions: Summarizing Changes Across Document Versions ACL 2024
ADaPT: As-Needed Decomposition and Planning with Language Models NAACL 2024
TaskBench: Benchmarking Large Language Models for Task Automation NIPS 2024
SurgicAI: A Hierarchical Platform for Fine-Grained Surgical Policy Learning and Benchmarking NIPS 2024
Improving Bird's Eye View Semantic Segmentation by Task Decomposition CVPR 2024
EpiGEN: An Efficient Multi-Api Code GENeration Framework under Enterprise Scenario COLING 2024
Branch-Solve-Merge Improves Large Language Model Evaluation and Generation NAACL 2024
VillagerAgent: A Graph-Based Multi-Agent Framework for Coordinating Complex Task Dependencies in Minecraft ACL 2024
TaskLAMA: Probing the Complex Task Understanding of Language Models AAAI 2024
Learning Task Decomposition to Assist Humans in Competitive Programming ACL 2024
DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge Graphs ACL 2024
UrbanLLM: Autonomous Urban Activity Planning and Management with Large Language Models EMNLP 2024
On the Empirical Complexity of Reasoning and Planning in LLMs EMNLP 2024
Exploring Graph Pre-training for Aspect-based Sentiment Analysis EMNLP 2023
Chain-of-Thought Tuning: Masked Language Models can also Think Step By Step in Natural Language Understanding EMNLP 2023