NLP Wiki

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====== Chatbots ======

===== Overviews =====
  * [[https://arxiv.org/pdf/2406.16937|Dam et al 2024 - A Complete Survey on LLM-based AI Chatbots]]

===== LLM-Based Chatbots =====
  * **System descriptions**
    * [[https://arxiv.org/pdf/2201.08239|LaMDA: Language Models for Dialog Applications]] According to [[https://arxiv.org/pdf/2406.16937|Dam 2024]], this is the basis for Google's Bard and Gemini
    * [[https://arxiv.org/pdf/2204.05862|Bai et al 2022 - Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback]] Anthropic's chatbot

===== Evaluation =====
  * **Overviews**
    * [[https://aclanthology.org/2020.sigdial-1.29.pdf|Finch & Choi 2020 - Towards Unified Dialogue System Evaluation: A Comprehensive Analysis of Current Evaluation Protocols]]
  * **Human Eval**
    * [[https://aclanthology.org/N19-1170.pdf|2019 - What makes a good conversation? How controllable attributes affect human judgments]]
    * [[https://arxiv.org/pdf/1909.03087.pdf|Li et al 2019 - ACUTE-EVAL: Improved dialogue evaluation with optimized questions and multi-turn comparisons]]
    * [[https://aclanthology.org/2020.emnlp-main.326.pdf|Deriu et al 2020 - Spot The Bot: A Robust and Efficient Framework for the Evaluation of Conversational Dialogue Systems]]
  * [[https://aclanthology.org/2021.acl-long.441.pdf|Zhang et al 2021 - DynaEval: Unifying Turn and Dialogue Level Evaluation]] Has some good references

===== Related Pages =====
  * [[Dialog]]
  * [[Task Oriented Dialog]]