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Related papers: The CL-SciSumm Shared Task 2018: Results and Key I…

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The CL-SciSumm Shared Task is the first medium-scale shared task on scientific document summarization in the computational linguistics~(CL) domain. In 2019, it comprised three tasks: (1A) identifying relationships between citing documents…

Computation and Language · Computer Science 2019-07-24 Muthu Kumar Chandrasekaran , Michihiro Yasunaga , Dragomir Radev , Dayne Freitag , Min-Yen Kan

This paper presents the setup and results of the second edition of the BioLaySumm shared task on the Lay Summarisation of Biomedical Research Articles, hosted at the BioNLP Workshop at ACL 2024. In this task edition, we aim to build on the…

Computation and Language · Computer Science 2024-08-19 Tomas Goldsack , Carolina Scarton , Matthew Shardlow , Chenghua Lin

This paper presents the results of the shared task on Lay Summarisation of Biomedical Research Articles (BioLaySumm), hosted at the BioNLP Workshop at ACL 2023. The goal of this shared task is to develop abstractive summarisation models…

Computation and Language · Computer Science 2023-10-26 Tomas Goldsack , Zheheng Luo , Qianqian Xie , Carolina Scarton , Matthew Shardlow , Sophia Ananiadou , Chenghua Lin

Previous work for text summarization in scientific domain mainly focused on the content of the input document, but seldom considering its citation network. However, scientific papers are full of uncommon domain-specific terms, making it…

Computation and Language · Computer Science 2021-04-08 Chenxin An , Ming Zhong , Yiran Chen , Danqing Wang , Xipeng Qiu , Xuanjing Huang

The rapid expansion of scientific literature in computer science presents challenges in tracking research trends and extracting key insights. Existing datasets provide metadata but lack structured summaries that capture core contributions…

Information Retrieval · Computer Science 2025-03-03 Javin Liu , Aryan Vats , Zihao He

Cross-lingual science journalism generates popular science stories of scientific articles different from the source language for a non-expert audience. Hence, a cross-lingual popular summary must contain the salient content of the input…

Computation and Language · Computer Science 2023-04-05 Mehwish Fatima , Tim Kolber , Katja Markert , Michael Strube

Extensive efforts in the past have been directed toward the development of summarization datasets. However, a predominant number of these resources have been (semi)-automatically generated, typically through web data crawling, resulting in…

Computation and Language · Computer Science 2024-03-11 Sotaro Takeshita , Tommaso Green , Ines Reinig , Kai Eckert , Simone Paolo Ponzetto

We present an overview of the SciVer shared task, presented at the 2nd Scholarly Document Processing (SDP) workshop at NAACL 2021. In this shared task, systems were provided a scientific claim and a corpus of research abstracts, and asked…

Computation and Language · Computer Science 2021-07-20 David Wadden , Kyle Lo

Meetings are a key component of human collaboration. As increasing numbers of meetings are recorded and transcribed, meeting summaries have become essential to remind those who may or may not have attended the meetings about the key…

Computation and Language · Computer Science 2021-04-14 Ming Zhong , Da Yin , Tao Yu , Ahmad Zaidi , Mutethia Mutuma , Rahul Jha , Ahmed Hassan Awadallah , Asli Celikyilmaz , Yang Liu , Xipeng Qiu , Dragomir Radev

We report the results of DialogSum Challenge, the shared task on summarizing real-life scenario dialogues at INLG 2022. Four teams participate in this shared task and three submit their system reports, exploring different methods to improve…

Computation and Language · Computer Science 2022-09-07 Yulong Chen , Naihao Deng , Yang Liu , Yue Zhang

This paper introduces the shared task of summarizing documents in several creative domains, namely literary texts, movie scripts, and television scripts. Summarizing these creative documents requires making complex literary interpretations,…

Cross-lingual summarization is the task of generating a summary in one language (e.g., English) for the given document(s) in a different language (e.g., Chinese). Under the globalization background, this task has attracted increasing…

Computation and Language · Computer Science 2022-08-31 Jiaan Wang , Fandong Meng , Duo Zheng , Yunlong Liang , Zhixu Li , Jianfeng Qu , Jie Zhou

The aim of the workshop was to bring together experts working on open-domain dialogue research. In this speedily advancing research area many challenges still exist, such as learning information from conversations, and engaging in a…

Computation and Language · Computer Science 2024-11-20 Yvette Graham , Mohammed Rameez Qureshi , Haider Khalid , Gerasimos Lampouras , Ignacio Iacobacci , Qun Liu

We present ClidSum, a benchmark dataset for building cross-lingual summarization systems on dialogue documents. It consists of 67k+ dialogue documents from two subsets (i.e., SAMSum and MediaSum) and 112k+ annotated summaries in different…

Computation and Language · Computer Science 2022-10-18 Jiaan Wang , Fandong Meng , Ziyao Lu , Duo Zheng , Zhixu Li , Jianfeng Qu , Jie Zhou

This preprint describes work in progress on LR-Sum, a new permissively-licensed dataset created with the goal of enabling further research in automatic summarization for less-resourced languages. LR-Sum contains human-written summaries for…

Computation and Language · Computer Science 2023-10-30 Chester Palen-Michel , Constantine Lignos

The $3^{rd}$ joint BIRNDL workshop was held at the 41st ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2018) in Ann Arbor, USA. BIRNDL 2018 intended to stimulate IR researchers and digital library…

Information Retrieval · Computer Science 2018-12-04 Philipp Mayr , Muthu Kumar Chandrasekaran , Kokil Jaidka

Current approaches to automatic summarization of scientific papers generate informative summaries in the form of abstracts. However, abstracts are not intended to show the relationship between a paper and the references cited in it. We…

Computation and Language · Computer Science 2023-11-14 Shahbaz Syed , Ahmad Dawar Hakimi , Khalid Al-Khatib , Martin Potthast

A classification scheme of a scientific subject gives an overview of its body of knowledge. It can also be used to facilitate access to research articles and other materials related to the subject. For example, the ACM Computing…

The present paper introduces a group activity involving writing summaries of conference proceedings by volunteer participants. The rapid increase in scientific papers is a heavy burden for researchers, especially non-native speakers, who…

Computer Vision and Pattern Recognition · Computer Science 2022-03-18 Shintaro Yamamoto , Hirokatsu Kataoka , Ryota Suzuki , Seitaro Shinagawa , Shigeo Morishima

The explosive growth of AI research has created unprecedented information overload, increasing the demand for scientific summarization at multiple levels of granularity beyond traditional abstracts. While LLMs are increasingly adopted for…

Computation and Language · Computer Science 2026-03-18 Han Jang , Junhyeok Lee , Kyu Sung Choi
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