Tool-Using Language Agents

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9 papers in the last four weeks, up 200% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
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  1. MCP-Persona: Benchmarking LLM Agents on Real-World Personal Applications via Environment Simulation

    Jun 1, 2026Wenhao Wang, Peizhi Niu, Gongyi Zou +9LLM Agent EvaluationAI Agent Benchmarks

    Multi-Agent Governance & Intelligence Crew (MAGIC), Shanghai Jiao Tong University, Shanghai, China · Department of Computer Science and Technology, Zhejiang University, Hangzhou, China · University of Illinois at Urbana-Champaign, Illinois, USA +2

  2. Sophrosyne: Agentic Exploration of Relational Data Systems Needs Moderation

    May 29, 2026Madhav Jivrajani, Ramnatthan Alagappan, Aishwarya GanesanText-to-SQLTool-Using Language Agents

    University of Illinois Urbana-Champaign

  3. SkillsInjector: Dynamic Skill Context Construction for LLM Agents

    May 28, 2026Yanchao Li, Wanhao Liu, Ben Gao +5Tool-Augmented Language Model AgentsLLM Agent Skill Learning

    1Nanjing University · 2Shanghai AI Lab

  4. Tool Forge: A Validation-Carrying Toolchain for Governed Agentic Execution

    May 27, 2026Swanand RaoLLM Agent OrchestrationTool-Using Agents

    Next Moca Global, Inc.

  5. Diagnosis Is Not Prescription: Linguistic Co-Adaptation Explains Patching Hazards in LLM Pipelines

    May 21, 2026Yoon Jeonghun, Kim DongchanLLM AgentsCausal Interventions in Language Models

    KAIST (Korea Advanced Institute of Science and Technology), Republic of Korea · NAVER Corp., Seongnam, Republic of Korea · NAVER Corp., Bellevue, WA, USA

  6. Internalizing Tool Knowledge in Small Language Models via QLoRA Fine-Tuning

    May 18, 2026Yuval Shemla, Ayal Yakobe, Tanmay Agarwal +2Small Language ModelsLLM Tool Use

    Columbia School of General Studies, Columbia University, NY, USA · Columbia Engineering, Columbia University, NY, USA · IBM Research, NY, USA

  7. FitText: Evolving Agent Tool Ecologies via Memetic Retrieval

    May 4, 2026Kyle Zheng, Han Zhang, Renliang Sun +2Tool-Use EvaluationTool-Augmented Language Model Agents

    UCLA

  8. RunAgent: Interpreting Natural-Language Plans with Constraint-Guided Execution

    May 1, 2026Arunabh Srivastava, Mohammad A., Khojastepour +2Multi-Agent LLM SystemsTool-Using Language Agents

    Amir · University of Maryland, College Park, MD · 2NEC Laboratories America, Inc.

  9. AgentFloor: How Far Up the tool use Ladder Can Small Open-Weight Models Go?

    May 1, 2026Ranit Karmakar, Jayita ChatterjeeComputer-Use Agent BenchmarksLLM Agent Evaluation

    Harvard University, Boston, MA 02115 · Boston, MA 02115

  10. Tool Attention Is All You Need: Dynamic Tool Gating and Lazy Schema Loading for Eliminating the MCP/Tools Tax in Scalable Agentic Workflows

    Apr 23, 2026Anuj Sadani, Deepak KumarGated AttentionLLM Tool Use

  11. ComPASS: Towards Personalized Agentic Social Support via Tool-Augmented Companionship

    Apr 20, 2026Zhaopei Huang, Yanfeng Jia, Jiayi Zhao +3AI CompanionsAI Agent Benchmarks

    Renmin University of China · Beijing, China · Beihang University

  12. PersonalHomeBench: Evaluating Agents in Personalized Smart Homes

    Apr 18, 2026Manasa Bharadwaj, Yolanda Liu, InJung Yang +5AI Agent EvaluationMultimodal Agents

    LG Toronto AI Lab · LG Electronics, Korea.

  13. Understanding Tool-Augmented Agents for Lean Formalization: A Factorial Analysis

    Apr 16, 2026Ke Zhang, Patricio Gallardo, Maziar Raissi +1Code TranslationLLM Agent Evaluation

    University of California, Riverside.

  14. Agent-Facing Information Design in LLM Tool Registries: A Preregistered Test of Rhetoric, Position and Structure

    Apr 12, 2026Haochuan Kevin Wang, Zechen ZhangTool-Use EvaluationTool-Augmented Language Model Agents

    Massachusetts Institute of Technology, Cambridge, MA, USA.