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Contextualized embeddings are the preferred tool for modeling Lexical Semantic Change (LSC). Current evaluations typically focus on a specific task known as Graded Change Detection (GCD). However, performance comparison across work are…

Computation and Language · Computer Science 2024-10-31 Francesco Periti , Nina Tahmasebi

Searching for mathematical results remains difficult: most existing tools retrieve entire papers, while mathematicians and theorem-proving agents often seek a specific theorem, lemma, or proposition that answers a query. While semantic…

Information Retrieval · Computer Science 2026-03-10 Luke Alexander , Eric Leonen , Sophie Szeto , Artemii Remizov , Ignacio Tejeda , Jarod Alper , Giovanni Inchiostro , Vasily Ilin

Recent progress in large language model (LLM) reasoning has focused on domains like mathematics and coding, where abundant high-quality data and objective evaluation metrics are readily available. In contrast, progress in LLM reasoning…

Artificial Intelligence · Computer Science 2026-01-12 Tengxiao Liu , Deepak Nathani , Zekun Li , Kevin Yang , William Yang Wang

Current lexical simplification approaches rely heavily on heuristics and corpus level features that do not always align with human judgment. We create a human-rated word-complexity lexicon of 15,000 English words and propose a novel neural…

Computation and Language · Computer Science 2018-10-16 Mounica Maddela , Wei Xu

Predicting which words are considered hard to understand for a given target population is a vital step in many NLP applications such as text simplification. This task is commonly referred to as Complex Word Identification (CWI). With a few…

Computation and Language · Computer Science 2020-06-12 Matthew Shardlow , Michael Cooper , Marcos Zampieri

The Gutenberg Literary English Corpus (GLEC, Jacobs, 2018a) provides a rich source of textual data for research in digital humanities, computational linguistics or neurocognitive poetics. In this study we address differences among the…

Computation and Language · Computer Science 2022-01-13 Arthur M. Jacobs , Annette Kinder

We present a dataset of 833k paragraphs extracted from CC-BY licensed scientific publications, classified into four categories: acknowledgments, data mentions, software/code mentions, and clinical trial mentions. The paragraphs are…

Computation and Language · Computer Science 2025-10-28 Eric Jeangirard

Automatic speech recognition (ASR) research is driven by the availability of common datasets between industrial researchers and academics, encouraging comparisons and evaluations. LibriSpeech, despite its long success as an ASR benchmark,…

Computation and Language · Computer Science 2025-05-29 Titouan Parcollet , Yuan Tseng , Shucong Zhang , Rogier van Dalen

The problem of word sense disambiguation (WSD) is considered in the article. Given a set of synonyms (synsets) and sentences with these synonyms. It is necessary to select the meaning of the word in the sentence automatically. 1285…

Information Retrieval · Computer Science 2018-07-12 Alexander Kirillov , Natalia Krizhanovsky , Andrew Krizhanovsky

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

The rapid growth of scientific literature demands efficient methods to organize and synthesize research findings. Existing taxonomy construction methods, leveraging unsupervised clustering or direct prompting of large language models…

Computation and Language · Computer Science 2025-09-24 Kun Zhu , Lizi Liao , Yuxuan Gu , Lei Huang , Xiaocheng Feng , Bing Qin

Scientific Natural Language Inference (NLI) is the task of predicting the semantic relation between a pair of sentences extracted from research articles. Existing datasets for this task are derived from various computer science (CS)…

Computation and Language · Computer Science 2025-06-06 Firoz Shaik , Mobashir Sadat , Nikita Gautam , Doina Caragea , Cornelia Caragea

With thousands of academic articles shared on a daily basis, it has become increasingly difficult to keep up with the latest scientific findings. To overcome this problem, we introduce a new task of disentangled paper summarization, which…

Computation and Language · Computer Science 2020-11-10 Hiroaki Hayashi , Wojciech Kryściński , Bryan McCann , Nazneen Rajani , Caiming Xiong

We present Lit2Vec, a reproducible workflow for constructing and validating a chemistry corpus from the Semantic Scholar Open Research Corpus using conservative, metadata-based license screening. Using this workflow, we assembled an…

Databases · Computer Science 2026-04-15 Mahmoud Amiri , Jamile Mohammad Jafari , Sara Mostafapour , Thomas Bocklitz

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

Lexical Simplification (LS) is the task of replacing complex for simpler words in a sentence whilst preserving the sentence's original meaning. LS is the lexical component of Text Simplification (TS) with the aim of making texts more…

Computation and Language · Computer Science 2023-05-23 Kai North , Tharindu Ranasinghe , Matthew Shardlow , Marcos Zampieri

We present ASDiv (Academia Sinica Diverse MWP Dataset), a diverse (in terms of both language patterns and problem types) English math word problem (MWP) corpus for evaluating the capability of various MWP solvers. Existing MWP corpora for…

Artificial Intelligence · Computer Science 2021-07-01 Shen-Yun Miao , Chao-Chun Liang , Keh-Yih Su

CODEC is a document and entity ranking benchmark that focuses on complex research topics. We target essay-style information needs of social science researchers, i.e. "How has the UK's Open Banking Regulation benefited Challenger Banks?".…

Information Retrieval · Computer Science 2022-05-18 Iain Mackie , Paul Owoicho , Carlos Gemmell , Sophie Fischer , Sean MacAvaney , Jeffrey Dalton

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

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
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