ToolTalk: Benchmarking Tool-Augmented LLMs in Conversational AI

Authors: Nicholas Farn, Microsoft Corporation {Microsoft Corporation {nifarn@microsoft.com}; Richard Shin, Microsoft Corporation {eush@microsoft.com}. Table of Links Abstract and Intro Dataset Design Evaluation Methodology Experiments and Analysis Related Work Conclusion, Reproducibility, and References A. Complete list of tools B. Scenario Prompt C. Unrealistic Queries D.

Paweł Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng, Inigo Casanueva, Stefan Ultes, Osman ˜ Ramadan, and Milica Gasic. Multiwoz - a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling. In Conference on Empirical Methods in Natural Language Processing, 2018. Bill Byrne, Karthik Kri Bill Byrne, Karthik Krishnamoorthi, Chinnadhurai Sankar, Arvind Neelakantan, Daniel Duckworth, Semih Yavuz, Ben Goodrich, Amit Dubey, Andy Cedilnik, and Kyu-Young Kim.

Paweł Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng, Inigo Casanueva, Stefan Ultes, Osman ˜ Ramadan, and Milica Gasic. Multiwoz - a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling. In Conference on Empirical Methods in Natural Language Processing, 2018. Bill Byrne, Karthik Kri Bill Byrne, Karthik Krishnamoorthi, Chinnadhurai Sankar, Arvind Neelakantan, Daniel Duckworth, Semih Yavuz, Ben Goodrich, Amit Dubey, Andy Cedilnik, and Kyu-Young Kim.

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