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References (16)

[1]
PaRT: Enhancing Proactive Social Chatbots with Personalized Real-Time Retrieval
2025Zihan Niu, Zheyong Xie et al.
[2]
A Survey on LLM-as-a-Judge
2024Jiawei Gu, Xuhui Jiang et al.
[3]
Commit: Online Groups with Participation Commitments
2024Lindsay Popowski, Yutong Zhang et al.
[4]
Why Do People Gather? A Study on Factors Affecting Emotion and Participation in Group Chats
2024Lu Yan, K. Ono et al.
[5]
Text-to-Song: Towards Controllable Music Generation Incorporating Vocals and Accompaniment
2024Zhiqing Hong, Rongjie Huang et al.
[6]
ToxicChat: Unveiling Hidden Challenges of Toxicity Detection in Real-World User-AI Conversation
2023Zi Lin, Zihan Wang et al.
[7]
Improving Factual Consistency for Knowledge-Grounded Dialogue Systems via Knowledge Enhancement and Alignment
2023Boyang Xue, Weichao Wang et al.
[8]
GIFT: Graph-Induced Fine-Tuning for Multi-Party Conversation Understanding
2023Jia-Chen Gu, Zhen-Hua Ling et al.
[9]
A Closer Look into Using Large Language Models for Automatic Evaluation
2023Cheng-Han Chiang, Hunghuei Lee
[10]
EnDex: Evaluation of Dialogue Engagingness at Scale
2022Guangxuan Xu, Ruibo Liu et al.
[11]
A deep learning approaches in text-to-speech system: a systematic review and recent research perspective
2022Y. Kumar, Apeksha Koul et al.
[12]
My AI Friend: How Users of a Social Chatbot Understand Their Human–AI Friendship
2022P. B. Brandtzaeg, M. Skjuve et al.
[13]
Predictive Engagement: An Efficient Metric For Automatic Evaluation of Open-Domain Dialogue Systems
2019Sarik Ghazarian, R. Weischedel et al.
[14]
Information overload in group communication: from conversation to cacophony in the Twitch chat
2016Azadeh Nematzadeh, Giovanni Luca Ciampaglia et al.
[15]
The Impact and Evolution of Group Diversity in Online Open Collaboration
2016Yuqing Ren, Jilin Chen et al.
[16]
Automatic Speech Recognition
2005J. Dines

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