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Science progresses by building upon the prior body of knowledge documented in scientific publications. The acceleration of research makes it hard to stay up-to-date with the recent developments and to summarize the ever-growing body of…

Computation and Language · Computer Science 2023-11-07 Martin Funkquist , Ilia Kuznetsov , Yufang Hou , Iryna Gurevych

The number of scientific publications nowadays is rapidly increasing, causing information overload for researchers and making it hard for scholars to keep up to date with current trends and lines of work. Consequently, recent work on…

Computation and Language · Computer Science 2022-05-31 Sotaro Takeshita , Tommaso Green , Niklas Friedrich , Kai Eckert , Simone Paolo Ponzetto

The 1st Workshop on Data Contamination (CONDA 2024) focuses on all relevant aspects of data contamination in natural language processing, where data contamination is understood as situations where evaluation data is included in pre-training…

We present PeerSum, a new MDS dataset using peer reviews of scientific publications. Our dataset differs from the existing MDS datasets in that our summaries (i.e., the meta-reviews) are highly abstractive and they are real summaries of the…

Information Retrieval · Computer Science 2022-09-30 Miao Li , Jianzhong Qi , Jey Han Lau

As language models become capable of processing increasingly long and complex texts, there has been growing interest in their application within computational literary studies. However, evaluating the usefulness of these models for such…

Computation and Language · Computer Science 2026-01-21 Natasha Johnson , Amanda Bertsch , Maria-Emil Deal , Emma Strubell

In this paper, we describe the methodology used and the results obtained by us for completing the tasks given under the shared task on Consumer Health Information Search (CHIS) collocated with the Forum for Information Retrieval Evaluation…

Information Retrieval · Computer Science 2016-12-28 Kamal Sarkar , Debanjan Das , Indra Banerjee , Mamta Kumari , Prasenjit Biswas

In this paper, we present our approach for the CLEF 2025 SimpleText Task 1, which addresses both sentence-level and document-level scientific text simplification. For sentence-level simplification, our methodology employs large language…

Computation and Language · Computer Science 2025-08-19 Krishna Chaitanya Marturi , Heba H. Elwazzan

Municipal meeting minutes are formal records documenting the discussions and decisions of local government, yet their content is often lengthy, dense, and difficult for citizens to navigate. Automatic summarization can help address this…

Progress in speech processing has been facilitated by shared datasets and benchmarks. Historically these have focused on automatic speech recognition (ASR), speaker identification, or other lower-level tasks. Interest has been growing in…

Computation and Language · Computer Science 2022-08-01 Suwon Shon , Ankita Pasad , Felix Wu , Pablo Brusco , Yoav Artzi , Karen Livescu , Kyu J. Han

This paper presents the submissions by Team Dr.Quad to the ACL-BioNLP 2019 shared task on Textual Inference and Question Entailment in the Medical Domain. Our system is based on the prior work Liu et al. (2019) which uses a multi-task…

Computation and Language · Computer Science 2019-07-25 Vinayshekhar Bannihatti Kumar , Ashwin Srinivasan , Aditi Chaudhary , James Route , Teruko Mitamura , Eric Nyberg

Common law courts need to refer to similar precedents' judgments to inform their current decisions. Generating high-quality summaries of court judgment documents can facilitate legal practitioners to efficiently review previous cases and…

Computation and Language · Computer Science 2024-03-08 Shuaiqi Liu , Jiannong Cao , Yicong Li , Ruosong Yang , Zhiyuan Wen

Spoken language understanding (SLU) tasks have been studied for many decades in the speech research community, but have not received as much attention as lower-level tasks like speech and speaker recognition. In particular, there are not…

Computation and Language · Computer Science 2023-06-19 Suwon Shon , Siddhant Arora , Chyi-Jiunn Lin , Ankita Pasad , Felix Wu , Roshan Sharma , Wei-Lun Wu , Hung-Yi Lee , Karen Livescu , Shinji Watanabe

We present the SemEval 2019 shared task on UCCA parsing in English, German and French, and discuss the participating systems and results. UCCA is a cross-linguistically applicable framework for semantic representation, which builds on…

Computation and Language · Computer Science 2020-06-12 Daniel Hershcovich , Zohar Aizenbud , Leshem Choshen , Elior Sulem , Ari Rappoport , Omri Abend

People primarily consult tables to conduct data analysis or answer specific questions. Text generation systems that can provide accurate table summaries tailored to users' information needs can facilitate more efficient access to relevant…

Computation and Language · Computer Science 2023-11-08 Yilun Zhao , Zhenting Qi , Linyong Nan , Boyu Mi , Yixin Liu , Weijin Zou , Simeng Han , Ruizhe Chen , Xiangru Tang , Yumo Xu , Dragomir Radev , Arman Cohan

The creation of systematic literature reviews (SLR) is critical for analyzing the landscape of a research field and guiding future research directions. However, retrieving and filtering the literature corpus for an SLR is highly…

Machine Learning · Computer Science 2026-02-18 Lucas Joos , Daniel A. Keim , Maximilian T. Fischer

The paper presents the IWCS 2019 shared task on semantic parsing where the goal is to produce Discourse Representation Structures (DRSs) for English sentences. DRSs originate from Discourse Representation Theory and represent scoped meaning…

Computation and Language · Computer Science 2020-05-28 Lasha Abzianidze , Rik van Noord , Hessel Haagsma , Johan Bos

Text summarization is a user-preference based task, i.e., for one document, users often have different priorities for summary. As a key aspect of customization in summarization, granularity is used to measure the semantic coverage between…

Computation and Language · Computer Science 2022-12-15 Ming Zhong , Yang Liu , Suyu Ge , Yuning Mao , Yizhu Jiao , Xingxing Zhang , Yichong Xu , Chenguang Zhu , Michael Zeng , Jiawei Han

Large Language Models (LLMs) continue to advance natural language processing with their ability to generate human-like text across a range of tasks. Despite the remarkable success of LLMs in Natural Language Processing (NLP), their…

Computation and Language · Computer Science 2025-07-08 Walid Mohamed Aly , Taysir Hassan A. Soliman , Amr Mohamed AbdelAziz

With the rapid growth of Web-based academic publications, more and more papers are being published annually, making it increasingly difficult to find relevant prior work. Citation prediction aims to automatically suggest appropriate…

Dialogue summarization aims to provide a concise and coherent summary of conversations between multiple speakers. While recent advancements in language models have enhanced this process, summarizing dialogues accurately and faithfully…

Computation and Language · Computer Science 2024-09-17 Eunice Akani , Benoit Favre , Frederic Bechet , Romain Gemignani