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Methodology
← Core AI
Artificial Intelligence
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Core AI
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Agent Systems
3885 directly classified papers
Papers per year
2002: 1
2003: 1
2006: 12
2007: 5
2008: 11
2009: 8
2010: 17
2011: 14
2012: 21
2013: 17
2014: 17
2015: 16
2016: 32
2017: 102
2018: 123
2019: 198
2020: 210
2021: 269
2022: 291
2023: 415
2024: 663
2025: 1077
2026: 365
Papers
LLM Agents Implement an NLG System from Scratch: Building Interpretable Rule-Based RDF-to-Text Generators
EMNLP 2025
GRAID: Synthetic Data Generation with Geometric Constraints and Multi-Agentic Reflection for Harmful Content Detection
EMNLP 2025
TheoremExplainAgent: Towards Video-based Multimodal Explanations for LLM Theorem Understanding
ACL 2025
Quest2DataAgent: Automating End-to-End Scientific Data Collection
EMNLP 2025
<SYNTACT>: Structuring Your Natural Language SOPs into Tailored Ambiguity-Resolved Code Templates
EMNLP 2025
DSBC : Data Science task Benchmarking with Context engineering
IJCNLP 2025
Noise May Drown Out Words but Foster Compositionality: The Advantage of the Erasure and Deletion Noisy Channels on Emergent Communication
IJCNLP 2025
Uncertainty Propagation on LLM Agent
ACL 2025
RASTeR: Robust, Agentic, and Structured Temporal Reasoning
IJCNLP 2025
Task-Aligned Tool Recommendation for Large Language Models
IJCNLP 2025
Self-Taught Agentic Long Context Understanding
ACL 2025
Cardiverse: Harnessing LLMs for Novel Card Game Prototyping
EMNLP 2025
INDOORWORLD : Integrating Physical Task Solving and Social Simulation in A Heterogeneous Multi-Agent Environment
EMNLP 2025
A Comparative Study of Human-operated and AI-driven Guidance with a Teleoperated Mobile Robot
IJCNLP 2025
Investigating Feasibility of Large Language Model Agent Collaboration in Minecraft and Comparison with Human-Human Collaboration
IJCNLP 2025
Leveraging Dual Process Theory in Language Agent Framework for Real-time Simultaneous Human-AI Collaboration
ACL 2025
Observing Micromotives and Macrobehavior of Large Language Models
IJCNLP 2025
Progressive Multimodal Reasoning via Active Retrieval
ACL 2025
MCPEval: Automatic MCP-based Deep Evaluation for AI Agent Models
EMNLP 2025
GraphAgent: Agentic Graph Language Assistant
EMNLP 2025
Generator-Assistant Stepwise Rollback Framework for Large Language Model Agent
EMNLP 2025
ToolHop: A Query-Driven Benchmark for Evaluating Large Language Models in Multi-Hop Tool Use
ACL 2025
LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents
ICCV 2025
UI-Hawk: Unleashing the Screen Stream Understanding for Mobile GUI Agents
EMNLP 2025
AndroidGen: Building an Android Language Agent under Data Scarcity
ACL 2025
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