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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. Nuances comparing prior work In Section 1, we described our desired criteria for evaluating tool-using LLM-based assistants: using dialogue to specify intents requiring multi-step tool invocations, and actions rather than only retrieving information, for a fully automated evaluation not requiring human judgement over the

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. Nuances comparing prior work 4 EXPERIMENTS AND ANALYSIS 4.1 EXPERIMENTS We evaluate GPT-3.5 (gpt-3.5-turbo-0613) and GPT-4 (gpt-4-0613) on ToolTalk using the functions functionality as part of OpenAI’s Chat completions API (OpenAI). This API takes as input an optional system message, a history of messages