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task decomposition

89 papers

Papers

DeKeyNLU: Enhancing Natural Language to SQL Generation through Task Decomposition and Keyword Extraction EMNLP 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 Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More More ACL 2025 MegaAgent: A Large-Scale Autonomous LLM-based Multi-Agent System Without Predefined SOPs ACL 2025 MQA-KEAL: Multi-hop Question Answering under Knowledge Editing for Arabic Language COLING 2025 Plan Before You Write: Improve LLM writing by planning NeurIPS 2025 PLAN-TUNING: Post-Training Language Models to Learn Step-by-Step Planning for Complex Problem Solving EMNLP 2025 Relational Decomposition for Program Synthesis IJCAI 2025 Re-TASK: Revisiting LLM Tasks from Capability, Skill, and Knowledge Perspectives ACL 2025 Select-Then-Decompose: From Empirical Analysis to Adaptive Selection Strategy for Task Decomposition in Large Language Models EMNLP 2025 Self-DC: When to Reason and When to Act? Self Divide-and-Conquer for Compositional Unknown Questions NAACL 2025 Self-play through Computational Runtimes improves Chart Reasoning ACL 2025 The Role of Deductive and Inductive Reasoning in Large Language Models 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 SemEval 2025 ADaPT: As-Needed Decomposition and Planning with Language Models NAACL 2024 A Tale of Two Revisions: Summarizing Changes Across Document Versions ACL 2024 Branch-Solve-Merge Improves Large Language Model Evaluation and Generation NAACL 2024 Consciousness-Inspired Spatio-Temporal Abstractions for Better Generalization in Reinforcement Learning ICLR 2024 DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge Graphs ACL 2024 Decompose and Compare Consistency: Measuring VLMs’ Answer Reliability via Task-Decomposition Consistency Comparison EMNLP 2024 End-to-End Emotion Semantic Parsing ACL 2024 EpiGEN: An Efficient Multi-Api Code GENeration Framework under Enterprise Scenario COLING 2024 Improving Bird's Eye View Semantic Segmentation by Task Decomposition CVPR 2024 Learning Task Decomposition to Assist Humans in Competitive Programming ACL 2024