Dialogstudio: Towards richest and most diverse unified dataset collection for conversational ai

J Zhang, K Qian, Z Liu, S Heinecke, R Meng… - arxiv preprint arxiv …, 2023 - arxiv.org
Despite advancements in conversational AI, language models encounter challenges to
handle diverse conversational tasks, and existing dialogue dataset collections often lack …

CADS: A Systematic Literature Review on the Challenges of Abstractive Dialogue Summarization

F Kirstein, JP Wahle, B Gipp, T Ruas - Journal of Artificial Intelligence …, 2025 - jair.org
Abstractive dialogue summarization is the task of distilling conversations into informative
and concise summaries. Although focused reviews have been conducted on this topic, there …

FREDSum: A Dialogue Summarization Corpus for French Political Debates

V Rennard, G Shang, D Grari, J Hunter… - arxiv preprint arxiv …, 2023 - arxiv.org
Recent advances in deep learning, and especially the invention of encoder-decoder
architectures, has significantly improved the performance of abstractive summarization …

Adapter-based Selective Knowledge Distillation for Federated Multi-domain Meeting Summarization

X Feng, X Feng, X Du, MY Kan… - IEEE/ACM Transactions …, 2024 - ieeexplore.ieee.org
Meeting summarization has emerged as a promising technique for providing users with
condensed summaries. However, existing work has focused on training models on …

Overview of the second shared task on automatic minuting (automin) at inlg 2023

T Ghosal, O Bojar, M Hledíková, T Kocmi… - Proceedings of the …, 2023 - aclanthology.org
In this article, we report the findings of the second shared task on Automatic Minuting
(AutoMin) held as a Generation Challenge at the 16th International Natural Language …

Meeting the challenge: A benchmark corpus for automated Urdu meeting summarization

B Sadia, F Adeeba, S Shams, K Javed - Information Processing & …, 2024 - Elsevier
Meeting summarization has become crucial as the world is gradually shifting towards remote
work. Nowadays, automation of meeting summary generation is really needed in order to …

Dialogue acts enhanced extract–abstract framework for meeting summarization

S Sun, R Yuan, W Li, Z Cao, S Li - Information Processing & Management, 2024 - Elsevier
Meeting summarization is challenging due to complex multi-party interactions with
spontaneous utterances. This paper tries to mitigate this challenge by leveraging dialogue …

Optimal summaries for enabling a smooth handover in chat-oriented dialogue

S Yamashita, R Higashinaka - … of the 2nd Conference of the Asia …, 2022 - aclanthology.org
In dialogue systems, one option for creating a better dialogue experience for the user is to
have a human operator take over the dialogue when the system runs into trouble …

Sentence-wise Speech Summarization: Task, Datasets, and End-to-End Modeling with LM Knowledge Distillation

K Matsuura, T Ashihara, T Moriya, M Mimura… - arxiv preprint arxiv …, 2024 - arxiv.org
This paper introduces a novel approach called sentence-wise speech summarization (Sen-
SSum), which generates text summaries from a spoken document in a sentence-by …

The Claire French Dialogue Dataset

J Hunter, J Louradour, V Rennard, I Harrando… - arxiv preprint arxiv …, 2023 - arxiv.org
We present the Claire French Dialogue Dataset (CFDD), a resource created by members of
LINAGORA Labs in the context of the OpenLLM France initiative. CFDD is a corpus …