A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity

By Y. Bang et al.

Published on Dec. 15, 2022

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Table of Contents

1 Introduction
2 Multitask, Multilingual, and Multimodal Evaluations of ChatGPT
2.1 Multitask Ability of ChatGPT
2.2 Evaluating Multilinguality of ChatGPT
2.2.1 Language Understanding
2.2.2 Language Generation
2.3 Evaluating Multimodality of ChatGPT

Summary

This paper proposes a framework for quantitatively evaluating interactive LLMs such as ChatGPT using publicly available data sets, covering a range of NLP tasks. The evaluation reveals ChatGPT's strengths in multitasking, multilingual understanding, and multimodal capabilities. It outperforms previous models in several tasks but shows limitations in low-resource languages and reasoning abilities. The paper also discusses ChatGPT's interaction features and performance in various dialogue tasks.