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Agent Systems

3885 directly classified papers

Papers per year

Papers

LMR-BENCH: Evaluating LLM Agent’s Ability on Reproducing Language Modeling Research EMNLP 2025
Enhancing Reasoning Abilities of Small LLMs with Cognitive Alignment EMNLP 2025
WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning EMNLP 2025
PAKTON: A Multi-Agent Framework for Question Answering in Long Legal Agreements EMNLP 2025
RethinkMCTS: Refining Erroneous Thoughts in Monte Carlo Tree Search for Code Generation EMNLP 2025
WebEvolver: Enhancing Web Agent Self-Improvement with Co-evolving World Model EMNLP 2025
AgentPro: Enhancing LLM Agents with Automated Process Supervision EMNLP 2025
PORTS: Preference-Optimized Retrievers for Tool Selection with Large Language Models EMNLP 2025
Augmenting Multi-Agent Communication with State Delta Trajectory EMNLP 2025
Cache-Efficient Posterior Sampling for Reinforcement Learning with LLM-Derived Priors Across Discrete and Continuous Domains EMNLP 2025
Meta-Rewarding Language Models: Self-Improving Alignment with LLM-as-a-Meta-Judge EMNLP 2025
EmoAgent: Assessing and Safeguarding Human-AI Interaction for Mental Health Safety EMNLP 2025
LIDDIA: Language-based Intelligent Drug Discovery Agent EMNLP 2025
Agentic-R1: Distilled Dual-Strategy Reasoning EMNLP 2025
TP-RAG: Benchmarking Retrieval-Augmented Large Language Model Agents for Spatiotemporal-Aware Travel Planning 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
PanicToCalm: A Proactive Counseling Agent for Panic Attacks EMNLP 2025
AI Chatbots as Professional Service Agents: Developing a Professional Identity EMNLP 2025
Coarse-to-Fine Grounded Memory for LLM Agent Planning EMNLP 2025
EvolveSearch: An Iterative Self-Evolving Search Agent EMNLP 2025
Investigating Pedagogical Teacher and Student LLM Agents: Genetic Adaptation Meets Retrieval-Augmented Generation Across Learning Styles EMNLP 2025
START: Self-taught Reasoner with Tools EMNLP 2025
Knowledge-Aware Co-Reasoning for Multidisciplinary Collaboration EMNLP 2025
EDGE: Efficient Data Selection for LLM Agents via Guideline Effectiveness IJCAI 2025