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T03. Tool use, function calling, and the Model Context Protocol

External research and specifications for letting a model call outside tools.

  1. T03-13Similar problemSince 2025

    Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions

    Authors
    Xinyi Hou, Yanjie Zhao, Shenao Wang, Haoyu Wang
    Year
    2026
    Venue
    ACM Transactions on Software Engineering and Methodology (TOSEM), 3796519

    Korean review of T03-13

  2. T03-12Similar problemSince 2025

    The Berkeley Function Calling Leaderboard (BFCL): From Tool Use to Agentic Evaluation of Large Language Models

    Authors
    Shishir G. Patil, Huanzhi Mao, Fanjia Yan, Charlie Cheng-Jie Ji, Vishnu Suresh, Ion Stoica, Joseph E. Gonzalez
    Year
    2025
    Venue
    ICML 2025

    Korean review of T03-12

  3. T03-9Similar problemSince 2025

    Tool Learning with Foundation Models

    Authors
    Yujia Qin, Shengding Hu, Yankai Lin, Weize Chen, Ning Ding and 41 others in total (corresponding: Zhiyuan Liu, Maosong Sun)
    Year
    2025
    Venue
    ACM Computing Surveys vol. 57 no. 4, 101, pp. 40

    Korean review of T03-9

  4. T03-1Structural parallel

    WebGPT: Browser-assisted question-answering with human feedback

    Authors
    Reiichiro Nakano, Jacob Hilton, Suchir Balaji, Jeff Wu, Long Ouyang, Christina Kim, Christopher Hesse, Shantanu Jain, Vineet Kosaraju, William Saunders, Xu Jiang, Karl Cobbe, Tyna Eloundou, Gretchen Krueger, Kevin Button, Matthew Knight, Benjamin Chess, John Schulman
    Year
    2022

    Korean review of T03-1

  5. T03-2Structural parallel

    MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning

    Authors
    Ehud Karpas, Omri Abend, Yonatan Belinkov, Barak Lenz, Opher Lieber, Nir Ratner, Yoav Shoham, Hofit Bata, Yoav Levine, Kevin Leyton-Brown, Dor Muhlgay, Noam Rozen, Erez Schwartz, Gal Shachaf, Shai Shalev-Shwartz, Amnon Shashua, Moshe Tenenholtz
    Year
    2022

    Korean review of T03-2

  6. T03-6Similar problem

    API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs

    Authors
    Minghao Li, Yingxiu Zhao, Bowen Yu, Feifan Song, Hangyu Li, Haiyang Yu, Zhoujun Li, Fei Huang, Yongbin Li
    Year
    2023
    Venue
    EMNLP 2023, 3102~pp. 3116

    Korean review of T03-6

  7. T03-7Structural parallel

    Gorilla: Large Language Model Connected with Massive APIs

    Authors
    Shishir G. Patil, Tianjun Zhang, Xin Wang, Joseph E. Gonzalez
    Year
    2024
    Venue
    NeurIPS 2024

    Korean review of T03-7

  8. T03-8Candidate approach

    ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

    Authors
    Yujia Qin, Shihao Liang, Yining Ye, Kunlun Zhu, Lan Yan, Yaxi Lu, Yankai Lin, Xin Cong, Xiangru Tang, Bill Qian, Sihan Zhao, Lauren Hong, Runchu Tian, Ruobing Xie, Jie Zhou, Mark Gerstein, Dahai Li, Zhiyuan Liu, Maosong Sun
    Year
    2024
    Venue
    ICLR 2024

    Korean review of T03-8

From research to product use

Operating capabilities, pilots, and technologies in development are identified separately.

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