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In Natural Language Processing, automatic extracting the meaning of texts constitutes an important problem. Our focus is the computational analysis of meaning of short scientific texts (abstracts or brief reports). In this paper, a vector…

Computation and Language · Computer Science 2020-04-30 Neslihan Suzen , Evgeny M. Mirkes , Alexander N. Gorban

We introduce S2ORC, a large corpus of 81.1M English-language academic papers spanning many academic disciplines. The corpus consists of rich metadata, paper abstracts, resolved bibliographic references, as well as structured full text for…

Computation and Language · Computer Science 2020-07-08 Kyle Lo , Lucy Lu Wang , Mark Neumann , Rodney Kinney , Dan S. Weld

Scientific literature serves as a high-quality corpus, supporting a lot of Natural Language Processing (NLP) research. However, existing datasets are centered around the English language, which restricts the development of Chinese…

Computation and Language · Computer Science 2022-09-13 Yudong Li , Yuqing Zhang , Zhe Zhao , Linlin Shen , Weijie Liu , Weiquan Mao , Hui Zhang

We present DepCC, the largest-to-date linguistically analyzed corpus in English including 365 million documents, composed of 252 billion tokens and 7.5 billion of named entity occurrences in 14.3 billion sentences from a web-scale crawl of…

Computation and Language · Computer Science 2018-03-01 Alexander Panchenko , Eugen Ruppert , Stefano Faralli , Simone Paolo Ponzetto , Chris Biemann

We present SciDMT, an enhanced and expanded corpus for scientific mention detection, offering a significant advancement over existing related resources. SciDMT contains annotated scientific documents for datasets (D), methods (M), and tasks…

Artificial Intelligence · Computer Science 2024-06-24 Huitong Pan , Qi Zhang , Cornelia Caragea , Eduard Dragut , Longin Jan Latecki

Publishing articles in high-impact English journals is difficult for scholars around the world, especially for non-native English-speaking scholars (NNESs), most of whom struggle with proficiency in English. In order to uncover the…

Computation and Language · Computer Science 2018-09-14 Chao Lu , Yi Bu , Jie Wang , Ying Ding , Vetle Torvik , Matthew Schnaars , Chengzhi Zhang

Existing Natural Language Inference (NLI) datasets, while being instrumental in the advancement of Natural Language Understanding (NLU) research, are not related to scientific text. In this paper, we introduce SciNLI, a large dataset for…

Computation and Language · Computer Science 2022-03-16 Mobashir Sadat , Cornelia Caragea

We present ACL OCL, a scholarly corpus derived from the ACL Anthology to assist Open scientific research in the Computational Linguistics domain. Integrating and enhancing the previous versions of the ACL Anthology, the ACL OCL contributes…

Computation and Language · Computer Science 2023-10-25 Shaurya Rohatgi , Yanxia Qin , Benjamin Aw , Niranjana Unnithan , Min-Yen Kan

We introduce SemCSE, an unsupervised method for learning semantic embeddings of scientific texts. Building on recent advances in contrastive learning for text embeddings, our approach leverages LLM-generated summaries of scientific…

Computation and Language · Computer Science 2025-07-18 Marc Brinner , Sina Zarriess

Deep learning based natural language processing model is proven powerful, but need large-scale dataset. Due to the significant gap between the real-world tasks and existing Chinese corpus, in this paper, we introduce a large-scale corpus of…

Computation and Language · Computer Science 2018-11-27 Jianyu Zhao , Zhuoran Ji

Tasks, Datasets and Evaluation Metrics are important concepts for understanding experimental scientific papers. However, most previous work on information extraction for scientific literature mainly focuses on the abstracts only, and does…

Computation and Language · Computer Science 2021-01-26 Yufang Hou , Charles Jochim , Martin Gleize , Francesca Bonin , Debasis Ganguly

Metaphor is a fundamental cognitive mechanism that shapes scientific understanding, enabling the communication of complex concepts while potentially constraining paradigmatic thinking. Despite the prevalence of figurative language in…

Computation and Language · Computer Science 2025-08-12 Anna Sofia Lippolis , Andrea Giovanni Nuzzolese , Aldo Gangemi

The amount of scholarly data has been increasing dramatically over the last years. For newcomers to a particular science domain (e.g., IR, physics, NLP) it is often difficult to spot larger trends and to position the latest research in the…

Digital Libraries · Computer Science 2021-12-08 Naman Paharia , Muhammad Syafiq Mohd Pozi , Adam Jatowt

Subject categories of scholarly papers generally refer to the knowledge domain(s) to which the papers belong, examples being computer science or physics. Subject category information can be used for building faceted search for digital…

Computation and Language · Computer Science 2020-07-29 Bharath Kandimalla , Shaurya Rohatgi , Jian Wu , C Lee Giles

Scientific research is inherently global. However, the vast majority of academic journals are published exclusively in English, creating barriers for non-native-English-speaking researchers. In this study, we leverage large language models…

Artificial Intelligence · Computer Science 2025-09-05 Hannah Calzi Kleidermacher , James Zou

To undertake computational research of the law, efficiently identifying datasets of court decisions that relate to a specific legal issue is a crucial yet challenging endeavour. This study addresses the gap in the literature working with…

Computation and Language · Computer Science 2024-03-11 Ahmed Izzidien , Holli Sargeant , Felix Steffek

Can the analysis of the semantics of words used in the text of a scientific paper predict its future impact measured by citations? This study details examples of automated text classification that achieved 80% success rate in distinguishing…

Computation and Language · Computer Science 2021-04-28 Neslihan Suzen , Alexander Gorban , Jeremy Levesley , Evgeny Mirkes

We present ASCAT (Arabic Scientific Corpus for Advanced Translation), a high-quality English-Arabic parallel benchmark corpus designed for scientific translation evaluation constructed through a systematic multi-engine translation and human…

Computation and Language · Computer Science 2026-04-02 Serry Sibaee , Khloud Al Jallad , Zineb Yousfi , Israa Elsayed Elhosiny , Yousra El-Ghawi , Batool Balah , Omer Nacar

We describe a rule-based approach for the automatic acquisition of salient scientific entities from Computational Linguistics (CL) scholarly article titles. Two observations motivated the approach: (i) noting salient aspects of an article's…

Information Retrieval · Computer Science 2021-09-20 Jennifer D'Souza , Soeren Auer

Scientific paper retrieval is essential for supporting literature discovery and research. While dense retrieval methods demonstrate effectiveness in general-purpose tasks, they often fail to capture fine-grained scientific concepts that are…

Information Retrieval · Computer Science 2025-10-07 Yunyi Zhang , Ruozhen Yang , Siqi Jiao , SeongKu Kang , Jiawei Han
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