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We compare policy differences across institutions by embedding representations of the entire legal corpus of each institution and the vocabulary shared across all corpora into a continuous vector space. We apply our method, Gov2Vec, to…

Computation and Language · Computer Science 2016-09-27 John J. Nay

The number of standardized policy documents regarding climate policy and their publication frequency is significantly increasing. The documents are long and tedious for manual analysis, especially for policy experts, lawmakers, and citizens…

Discourse parsing is an integral part of understanding information flow and argumentative structure in documents. Most previous research has focused on inducing and evaluating models from the English RST Discourse Treebank. However,…

Computation and Language · Computer Science 2017-01-12 Chloé Braud , Maximin Coavoux , Anders Søgaard

Detecting factual inconsistency for long document summarization remains challenging, given the complex structure of the source article and long summary length. In this work, we study factual inconsistency errors and connect them with a line…

Computation and Language · Computer Science 2025-02-11 Yang Zhong , Diane Litman

We present a novel corpus of 445 human- and computer-generated documents, comprising about 27,000 clauses, annotated for semantic clause types and coherence relations that allow for nuanced comparison of artificial and natural discourse…

Uncovering latent values and opinions embedded in large language models (LLMs) can help identify biases and mitigate potential harm. Recently, this has been approached by prompting LLMs with survey questions and quantifying the stances in…

Computation and Language · Computer Science 2025-09-01 Dustin Wright , Arnav Arora , Nadav Borenstein , Srishti Yadav , Serge Belongie , Isabelle Augenstein

This study investigates the use of Large Language Models (LLMs) for political stance detection in informal online discourse, where language is often sarcastic, ambiguous, and context-dependent. We explore whether providing contextual…

Computation and Language · Computer Science 2026-02-05 Arman Engin Sucu , Yixiang Zhou , Mario A. Nascimento , Tony Mullen

Current research into spoken language translation (SLT),or speech-to-text translation, is often hampered by the lack of specific data resources for this task, as currently available SLT datasets are restricted to a limited set of language…

We introduce RadioTalk, a corpus of speech recognition transcripts sampled from talk radio broadcasts in the United States between October of 2018 and March of 2019. The corpus is intended for use by researchers in the fields of natural…

Computation and Language · Computer Science 2019-09-18 Doug Beeferman , William Brannon , Deb Roy

Stance detection is a crucial NLP task with numerous applications in social science, from analyzing online discussions to assessing political campaigns. This paper investigates the optimal way to incorporate metadata into a political stance…

Computation and Language · Computer Science 2024-09-24 Stanley Cao , Felix Drinkall

The mathematical study of voting, social choice theory, has traditionally only been applicable to choices among a few predetermined alternatives, but not to open-ended decisions such as collectively selecting a textual statement. We…

Computer Science and Game Theory · Computer Science 2025-03-07 Sara Fish , Paul Gölz , David C. Parkes , Ariel D. Procaccia , Gili Rusak , Itai Shapira , Manuel Wüthrich

Frames capture aspects of an issue that are emphasized in a debate by interlocutors and can help us understand how political language conveys different perspectives and ultimately shapes people's opinions. The Media Frame Corpus (MFC) is…

Computation and Language · Computer Science 2025-06-23 Agnese Daffara , Sourabh Dattawad , Sebastian Padó , Tanise Ceron

Real-world knowledge representation often requires capturing subjective, continuous attributes -- such as political positions -- that conflict with pairwise validation, the widely accepted gold standard for human evaluation. We address this…

Computation and Language · Computer Science 2026-02-23 Jordan Robinson , Angus R. Williams , Katie Atkinson , Anthony G. Cohn

We present a collection of $7582$ real-world elections divided into $25$ datasets from various sources ranging from sports competitions over music charts to survey- and indicator-based rankings. We provide evidence that the collected…

Computer Science and Game Theory · Computer Science 2023-01-09 Niclas Boehmer , Nathan Schaar

Although Natural Language Processing (NLP) research on argument mining has advanced considerably in recent years, most studies draw on corpora of asynchronous and written texts, often produced by individuals. Few published corpora of…

Computation and Language · Computer Science 2020-05-26 Christopher Olshefski , Luca Lugini , Ravneet Singh , Diane Litman , Amanda Godley

Predicting future international events from textual information, such as news articles, has tremendous potential for applications in global policy, strategic decision-making, and geopolitics. However, existing datasets available for this…

Computation and Language · Computer Science 2024-11-22 Daehoon Gwak , Junwoo Park , Minho Park , Chaehun Park , Hyunchan Lee , Edward Choi , Jaegul Choo

Despite the well-developed cut-edge representation learning for language, most language representation models usually focus on specific level of linguistic unit, which cause great inconvenience when being confronted with handling multiple…

Computation and Language · Computer Science 2020-09-11 Yian Li , Hai Zhao

Constitutions are foundational legal documents that underpin the governmental and societal structures. As such, they are a reflection of a nation's cultural and social uniqueness, but also contribute to establish topics of universal…

Computation and Language · Computer Science 2024-01-29 Candida M. Greco , A. Tagarelli

The democracy-science relationship has traditionally been examined through philosophical conjecture and single country case studies. There remains limited global scale empirical research on the topic. This study explores country level…

Social and Information Networks · Computer Science 2024-12-03 Travis A. Whetsell

As Large Language Models (LLMs) increasingly mediate global information access with the potential to shape public discourse, their alignment with universal human rights principles becomes important to ensure that these rights are abided by…

Computation and Language · Computer Science 2026-03-05 Keenan Samway , Nicole Miu Takagi , Rada Mihalcea , Bernhard Schölkopf , Ilias Chalkidis , Daniel Hershcovich , Zhijing Jin