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Towards Standard Criteria for human evaluation of Chatbots: A Survey

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arxiv 2105.11197 v1 pith:QZZ3LXXY submitted 2021-05-24 cs.CL

classification cs.CL
keywords criteriachatbotsevaluationhumanstandarddefinitionshighalong
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Human evaluation is becoming a necessity to test the performance of Chatbots. However, off-the-shelf settings suffer the severe reliability and replication issues partly because of the extremely high diversity of criteria. It is high time to come up with standard criteria and exact definitions. To this end, we conduct a through investigation of 105 papers involving human evaluation for Chatbots. Deriving from this, we propose five standard criteria along with precise definitions.

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  1. Communication is All You Need: Persuasion Dataset Construction via Multi-LLM Communication

    cs.CL 2025-02 conditional novelty 6.0 of 10

    A six-role multi-LLM communication framework generates persuasive dialogue data that human judges find nearly indistinguishable from human-written rewrites.

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