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Methodology
← Core AI
Artificial Intelligence
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Core AI
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Planning
3112 directly classified papers
Papers per year
2000: 1
2003: 2
2005: 1
2006: 10
2007: 16
2008: 15
2009: 17
2010: 13
2011: 26
2012: 27
2013: 30
2014: 26
2015: 25
2016: 33
2017: 102
2018: 125
2019: 246
2020: 248
2021: 305
2022: 255
2023: 364
2024: 447
2025: 548
2026: 230
Papers
Wizard of Shopping: Target-Oriented E-commerce Dialogue Generation with Decision Tree Branching
ACL 2025
RethinkMCTS: Refining Erroneous Thoughts in Monte Carlo Tree Search for Code Generation
EMNLP 2025
Mining the Past with Dual Criteria: Integrating Three types of Historical Information for Context-aware Event Forecasting
EMNLP 2025
TurnBack: A Geospatial Route Cognition Benchmark for Large Language Models through Reverse Route
EMNLP 2025
Learning SQL Like a Human: Structure-Aware Curriculum Learning for Text-to-SQL Generation
EMNLP 2025
Prejudge-Before-Think: Enhancing Large Language Models at Test-Time by Process Prejudge Reasoning
EMNLP 2025
SPaRC: A Spatial Pathfinding Reasoning Challenge
EMNLP 2025
DSG-MCTS: A Dynamic Strategy-Guided Monte Carlo Tree Search for Diversified Reasoning in Large Language Models
EMNLP 2025
CityEQA: A Hierarchical LLM Agent on Embodied Question Answering Benchmark in City Space
EMNLP 2025
ProcWorld: Benchmarking Large Model Planning in Reachability-Constrained Environments
EMNLP 2025
Coarse-to-Fine Grounded Memory for LLM Agent Planning
EMNLP 2025
AskToAct: Enhancing LLMs Tool Use via Self-Correcting Clarification
EMNLP 2025
ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges
EMNLP 2025
From Objectives to Questions: A Planning-based Framework for Educational Mathematical Question Generation
ACL 2025
Advancing Reasoning with Off-the-Shelf LLMs: A Semantic Structure Perspective
EMNLP 2025
Process-Supervised Reinforcement Learning for Code Generation
EMNLP 2025
CoT-VLA: Visual Chain-of-Thought Reasoning for Vision-Language-Action Models
CVPR 2025
ConstraintLLM: A Neuro-Symbolic Framework for Industrial-Level Constraint Programming
EMNLP 2025
UniDebugger: Hierarchical Multi-Agent Framework for Unified Software Debugging
EMNLP 2025
Thread: A Logic-Based Data Organization Paradigm for How-To Question Answering with Retrieval Augmented Generation
EMNLP 2025
Agentic Knowledgeable Self-awareness
ACL 2025
Logical Reasoning with Outcome Reward Models for Test-Time Scaling
EMNLP 2025
Dyve: Thinking Fast and Slow for Dynamic Process Verification
EMNLP 2025
TCP: a Benchmark for Temporal Constraint-Based Planning
EMNLP 2025
LLM-based Open Domain Planning by Leveraging Entity-Attribute-Level Domain Models
EMNLP 2025
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