Space science and current advancements in AI / NLP for Dialogue System are equally fascinating.

Dialogue Summarization

Here is a developing blog on the latest papers on dialogue summarization that I found relevant during my research on Dialogue Systems as a research scholar at LCS2. I understand this is not a complete list, but these are relevant to me, at least. I also published a paper on dialogue summarization at KDD 2022 titled “Counseling Summarization Using Mental Health Knowledge Guided Utterance Filtering”.

KDD 2022

• Counseling Summarization Using Mental Health Knowledge Guided Utterance Filtering

ACL 2022

• Towards Abstractive Grounded Summarization of Podcast Transcripts
• SummN: A Multi-Stage Summarization Framework for Long Input Dialogues and Documents

EMNLP 2022

• Curriculum Prompt Learning with Self-Training for Abstractive Dialogue Summarization

AAAI 2022

• DialogLM: Pre-trained Model for Long Dialogue Understanding and Summarization

ACL 2021

• ConvoSumm: Conversation Summarization Benchmark and Improved Abstractive Summarization with Argument Mining

EMNLP 2021

• A Bag of Tricks for Dialogue Summarization

COLING 2020

• Improving Abstractive Dialogue Summarization with Graph Structures and Topic Words

Some addition resources

• A nice presentation on Dialogue Summarization: PDF

If you are checking this, then you might also be interested in checking some people who are working in this area. Again, this is not a complete list, but I like their work and follow them closely.

Yang Liu (刘洋) | Xiachong Feng