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Diachronic word embeddings -- vector representations of words over time -- offer remarkable insights into the evolution of language and provide a tool for quantifying sociocultural change from text documents. Prior work has used such…

计算与语言 · 计算机科学 2020-10-05 Sandeep Soni , Kristina Lerman , Jacob Eisenstein

Humans express ideas, beliefs, and statements through language. The manner of expression can carry information indicating the author's degree of confidence in their statement. Understanding the certainty level of a claim is crucial in areas…

计算与语言 · 计算机科学 2024-05-24 Denys Katerenchuk , Rivka Levitan

Understanding the ways in which participants in public discussions frame their arguments is important in understanding how public opinion is formed. In this paper, we adopt the position that it is time for more computationally-oriented…

计算与语言 · 计算机科学 2012-06-07 Eunsol Choi , Chenhao Tan , Lillian Lee , Cristian Danescu-Niculescu-Mizil , Jennifer Spindel

We describe a set of bilingual English--French and English--German parallel corpora in which the direction of translation is accurately and reliably annotated. The corpora are diverse, consisting of parliamentary proceedings, literary…

计算与语言 · 计算机科学 2016-03-08 Ella Rabinovich , Shuly Wintner , Ofek Luis Lewinsohn

The dependence of the frequency distributions due to multiple meanings of words in a text is investigated by deleting letters. By coding the words with fewer letters the number of meanings per coded word increases. This increase is measured…

计算与语言 · 计算机科学 2017-10-04 Xiaoyong Yan , Petter Minnhagen

The frequency with which the letters of the English alphabet appear in writings has been applied to the field of cryptography, the development of keyboard mechanics, and the study of linguistics. We expanded on the statistical analysis of…

信息论 · 计算机科学 2024-01-30 Neil Zhao , Diana Zheng

Word embeddings have recently been shown to reflect many of the pronounced societal biases (e.g., gender bias or racial bias). Existing studies are, however, limited in scope and do not investigate the consistency of biases across relevant…

计算与语言 · 计算机科学 2019-04-30 Anne Lauscher , Goran Glavaš

Propaganda is a form of communication intended to influence the opinions and the mindset of the public to promote a particular agenda. With the rise of social media, propaganda has spread rapidly, leading to the need for automatic…

计算与语言 · 计算机科学 2024-03-19 Muhammad Umar Salman , Asif Hanif , Shady Shehata , Preslav Nakov

Measures of textual similarity and divergence are increasingly used to study cultural change. But which measures align, in practice, with social evidence about change? We apply three different representations of text (topic models, document…

计算与语言 · 计算机科学 2024-11-25 Sarah Griebel , Becca Cohen , Lucian Li , Jaihyun Park , Jiayu Liu , Jana Perkins , Ted Underwood

The goal of this paper is threefold: i) to present some practical aspects of using full-text version of Corpus of Historical American English (COHA), the largest diachronic multi-genre corpus of the English language, in the investigation of…

计算与语言 · 计算机科学 2025-02-07 Karolina Rudnicka

Rhetorical devices are difficult to translate, but they are crucial to the translation of literary documents. We investigate the use of multilingual embedding spaces to characterize the preservation of intertextuality, one common rhetorical…

计算与语言 · 计算机科学 2025-01-22 Hope McGovern , Hale Sirin , Tom Lippincott

Recent research has shown that static word embeddings can encode word frequency information. However, little has been studied about this phenomenon and its effects on downstream tasks. In the present work, we systematically study the…

计算与语言 · 计算机科学 2023-10-23 Francisco Valentini , Juan Cruz Sosa , Diego Fernandez Slezak , Edgar Altszyler

Recent advances in machine learning make it possible to design efficient prediction algorithms for data sets with huge numbers of parameters. This paper describes a new technique for "hedging" the predictions output by many such algorithms,…

机器学习 · 计算机科学 2011-11-22 Alexander Gammerman , Vladimir Vovk

Large bilingual parallel texts (also known as bitexts) are usually stored in a compressed form, and previous work has shown that they can be more efficiently compressed if the fact that the two texts are mutual translations is exploited.…

计算与语言 · 计算机科学 2014-01-23 Felipe Sánchez-Martínez , Rafael C. Carrasco , Miguel A. Martínez-Prieto , Joaquin Adiego

Hedging is a strategy for softening the impact of a statement in conversation. In reducing the strength of an expression, it may help to avoid embarrassment (more technically, ``face threat'') to one's listener. For this reason, it is often…

计算与语言 · 计算机科学 2023-06-27 Alafate Abulimiti , Chloé Clavel , Justine Cassell

We present a method of finding and analyzing shifts in grammatical relations found in diachronic corpora. Inspired by the econometric technique of measuring return and volatility instead of relative frequencies, we propose them as a way to…

计算与语言 · 计算机科学 2012-12-14 Aaron Gerow , Khurshid Ahmad

The impact of text length on the estimation of lexical diversity has captured the attention of the scientific community for more than a century. Numerous indices have been proposed, and many studies have been conducted to evaluate them, but…

计算与语言 · 计算机科学 2023-08-01 Yves Bestgen

How does word frequency in pre-training data affect the behavior of similarity metrics in contextualized BERT embeddings? Are there systematic ways in which some word relationships are exaggerated or understated? In this work, we explore…

计算与语言 · 计算机科学 2021-04-20 Kaitlyn Zhou , Kawin Ethayarajh , Dan Jurafsky

Citation information in scholarly data is an important source of insight into the reception of publications and the scholarly discourse. Outcomes of citation analyses and the applicability of citation based machine learning approaches…

数字图书馆 · 计算机科学 2022-01-12 Tarek Saier , Michael Färber , Tornike Tsereteli

Word embedding methods (WEMs) are extensively used for representing text data. The dimensionality of these embeddings varies across various tasks and implementations. The effect of dimensionality change on the accuracy of the downstream…

计算与语言 · 计算机科学 2024-01-01 Rohit Raj Rai , Amit Awekar
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