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Related papers: Overview and Results: CL-SciSumm Shared Task 2019

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Community-based Question Answering (CQA), which allows users to acquire their desired information, has increasingly become an essential component of online services in various domains such as E-commerce, travel, and dining. However, an…

Computation and Language · Computer Science 2022-11-21 Ting-Yao Hsu , Yoshi Suhara , Xiaolan Wang

Cross-lingual summarization (CLS) aims to generate a summary for the source text in a different target language. Currently, instruction-tuned large language models (LLMs) excel at various English tasks. However, unlike languages such as…

Computation and Language · Computer Science 2025-03-26 Zhecheng Li , Yiwei Wang , Bryan Hooi , Yujun Cai , Naifan Cheung , Nanyun Peng , Kai-wei Chang

Shared tasks are powerful tools for advancing research through community-based standardised evaluation. As such, they play a key role in promoting findable, accessible, interoperable, and reusable (FAIR), as well as transparent and…

With the rapid advancement of Natural Language Processing in recent years, numerous studies have shown that generic summaries generated by Large Language Models (LLMs) can sometimes surpass those annotated by experts, such as journalists,…

Computation and Language · Computer Science 2024-10-08 Lemei Zhang , Peng Liu , Marcus Tiedemann Oekland Henriksboe , Even W. Lauvrak , Jon Atle Gulla , Heri Ramampiaro

Multidisciplinary cooperation is now common in research since social issues inevitably involve multiple disciplines. In research articles, reference information, especially citation content, is an important representation of communication…

Digital Libraries · Computer Science 2021-01-20 Chengzhi Zhang , Lifan Liu , Yuzhuo Wang

We introduce a new classification task for scientific statements and release a large-scale dataset for supervised learning. Our resource is derived from a machine-readable representation of the arXiv.org collection of preprint articles. We…

Computation and Language · Computer Science 2025-03-21 Deyan Ginev , Bruce R. Miller

Meeting summarization has become a critical task since digital encounters have become a common practice. Large language models (LLMs) show great potential in summarization, offering enhanced coherence and context understanding compared to…

Computation and Language · Computer Science 2025-02-19 Frederic Kirstein , Terry Ruas , Bela Gipp

Semantic Textual Similarity (STS) measures the meaning similarity of sentences. Applications include machine translation (MT), summarization, generation, question answering (QA), short answer grading, semantic search, dialog and…

Computation and Language · Computer Science 2017-08-02 Daniel Cer , Mona Diab , Eneko Agirre , Iñigo Lopez-Gazpio , Lucia Specia

Recent years have brought about an interest in the challenging task of summarizing conversation threads (meetings, online discussions, etc.). Such summaries help analysis of the long text to quickly catch up with the decisions made and thus…

Computation and Language · Computer Science 2021-08-02 Shiyue Zhang , Asli Celikyilmaz , Jianfeng Gao , Mohit Bansal

Scientific peer review is essential for the quality of academic publications. However, the increasing number of paper submissions to conferences has strained the reviewing process. This surge poses a burden on area chairs who have to…

Computation and Language · Computer Science 2024-06-12 Maxime Darrin , Ines Arous , Pablo Piantanida , Jackie CK Cheung

With the recent advances of large language models (LLMs), it is no longer infeasible to build an automated debate system that helps people to synthesise persuasive arguments. Previous work attempted this task by integrating multiple…

Computation and Language · Computer Science 2024-08-21 Hao Li , Yuping Wu , Viktor Schlegel , Riza Batista-Navarro , Tharindu Madusanka , Iqra Zahid , Jiayan Zeng , Xiaochi Wang , Xinran He , Yizhi Li , Goran Nenadic

Query by Example is a well-known information retrieval task in which a document is chosen by the user as the search query and the goal is to retrieve relevant documents from a large collection. However, a document often covers multiple…

Information Retrieval · Computer Science 2021-11-09 Sheshera Mysore , Tim O'Gorman , Andrew McCallum , Hamed Zamani

Given a document in a source language, cross-lingual summarization (CLS) aims to generate a summary in a different target language. Recently, the emergence of Large Language Models (LLMs), such as GPT-3.5, ChatGPT and GPT-4, has attracted…

Computation and Language · Computer Science 2023-10-25 Jiaan Wang , Yunlong Liang , Fandong Meng , Beiqi Zou , Zhixu Li , Jianfeng Qu , Jie Zhou

Cross-Language Text Summarization (CLTS) generates summaries in a language different from the language of the source documents. Recent methods use information from both languages to generate summaries with the most informative sentences.…

Computation and Language · Computer Science 2018-10-26 Elvys Linhares Pontes , Stéphane Huet , Juan-Manuel Torres-Moreno

Extractive summarization plays a pivotal role in natural language processing due to its wide-range applications in summarizing diverse content efficiently, while also being faithful to the original content. Despite significant advancement…

Computation and Language · Computer Science 2024-07-09 Mihir Parmar , Hanieh Deilamsalehy , Franck Dernoncourt , Seunghyun Yoon , Ryan A. Rossi , Trung Bui

The popularity and rapid development of Cloud Computing in recent years has led to a vast number of publications capturing the accumulated knowledge in this field. Due to the interdisciplinary nature and significant relevance of cloud…

Computer Science and Game Theory · Computer Science 2026-05-26 Smruti Rekha Swain

While summarization has been extensively researched in natural language processing (NLP), cross-lingual cross-temporal summarization (CLCTS) is a largely unexplored area that has the potential to improve cross-cultural accessibility and…

Computation and Language · Computer Science 2024-06-04 Ran Zhang , Jihed Ouni , Steffen Eger

In this paper, we explore a multi-task semantic communication (SemCom) system for distributed sources, extending the existing focus on collaborative single-task execution. We build on the cooperative multi-task processing introduced in [1],…

Signal Processing · Electrical Eng. & Systems 2025-06-11 Ahmad Halimi Razlighi , Maximilian H. V. Tillmann , Edgar Beck , Carsten Bockelmann , Armin Dekorsy

Relevant information in documents is often summarized in tables, helping the reader to identify useful facts. Most benchmark datasets support either document layout analysis or table understanding, but lack in providing data to apply both…

Computation and Language · Computer Science 2023-02-14 Andrea Gemelli , Emanuele Vivoli , Simone Marinai

Meeting summarization is crucial in digital communication, but existing solutions struggle with salience identification to generate personalized, workable summaries, and context understanding to fully comprehend the meetings' content.…

Computation and Language · Computer Science 2025-02-19 Frederic Kirstein , Terry Ruas , Robert Kratel , Bela Gipp