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We propose end-to-end multimodal fact-checking and explanation generation, where the input is a claim and a large collection of web sources, including articles, images, videos, and tweets, and the goal is to assess the truthfulness of the…

Computation and Language · Computer Science 2023-07-10 Barry Menglong Yao , Aditya Shah , Lichao Sun , Jin-Hee Cho , Lifu Huang

Entity resolution is the process of identifying groups of records within or across data sets where each group represents a real-world entity. Novel techniques that consider temporal features to improve the quality of entity resolution have…

Databases · Computer Science 2018-06-21 Yichen Hu , Qing Wang , Peter Christen

Previous works on knowledge-to-text generation take as input a few RDF triples or key-value pairs conveying the knowledge of some entities to generate a natural language description. Existing datasets, such as WIKIBIO, WebNLG, and E2E,…

Computation and Language · Computer Science 2020-10-27 Liying Cheng , Dekun Wu , Lidong Bing , Yan Zhang , Zhanming Jie , Wei Lu , Luo Si

Automatic literature review generation is one of the most challenging tasks in natural language processing. Although large language models have tackled literature review generation, the absence of large-scale datasets has been a stumbling…

Computation and Language · Computer Science 2023-05-25 Tetsu Kasanishi , Masaru Isonuma , Junichiro Mori , Ichiro Sakata

Community Question Answering (CQA) fora such as Stack Overflow and Yahoo! Answers contain a rich resource of answers to a wide range of community-based questions. Each question thread can receive a large number of answers with different…

Computation and Language · Computer Science 2022-05-02 Alexander R. Fabbri , Xiaojian Wu , Srini Iyer , Haoran Li , Mona Diab

While often assumed a gold standard, effective human evaluation of text generation remains an important, open area for research. We revisit this problem with a focus on producing consistent evaluations that are reproducible -- over time and…

Computation and Language · Computer Science 2022-11-02 Daniel Khashabi , Gabriel Stanovsky , Jonathan Bragg , Nicholas Lourie , Jungo Kasai , Yejin Choi , Noah A. Smith , Daniel S. Weld

Query-specific article generation is the task of, given a search query, generate a single article that gives an overview of the topic. We envision such articles as an alternative to presenting a ranking of search results. While generative…

Information Retrieval · Computer Science 2023-10-20 Connor Lennox , Sumanta Kashyapi , Laura Dietz

For a researcher, writing a good research statement is crucial but costs a lot of time and effort. To help researchers, in this paper, we propose the research statement generation (RSG) task which aims to summarize one's research…

Information Retrieval · Computer Science 2021-04-30 Wenhao Wu , Sujian Li

Humans often have to read multiple documents to address their information needs. However, most existing reading comprehension (RC) tasks only focus on questions for which the contexts provide all the information required to answer them,…

Computation and Language · Computer Science 2020-11-17 James Ferguson , Matt Gardner , Hannaneh Hajishirzi , Tushar Khot , Pradeep Dasigi

Entity resolution (ER) is the process of identifying records that refer to the same entities within one or across multiple databases. Numerous techniques have been developed to tackle ER challenges over the years, with recent emphasis…

Databases · Computer Science 2023-11-14 George Papadakis , Nishadi Kirielle , Peter Christen , Themis Palpanas

Determining and ranking the most salient entities in a text is critical for user-facing systems, especially as users increasingly rely on models to interpret long documents they only partially read. Graded entity salience addresses this…

Computation and Language · Computer Science 2025-06-02 Jessica Lin , Amir Zeldes

In this paper, we present a dataset of 713k articles collected between 02/2018-11/2018. These articles are collected directly from 194 news and media outlets including mainstream, hyper-partisan, and conspiracy sources. We incorporate…

Computers and Society · Computer Science 2019-04-03 Jeppe Norregaard , Benjamin D. Horne , Sibel Adali

The proliferation of social media platforms has given rise to the amount of online debates and arguments. Consequently, the need for automatic summarization methods for such debates is imperative, however this area of summarization is…

Computation and Language · Computer Science 2024-04-19 Mohammad Khosravani , Chenyang Huang , Amine Trabelsi

Media bias can lead to increased political polarization, and thus, the need for automatic mitigation methods is growing. Existing mitigation work displays articles from multiple news outlets to provide diverse news coverage, but without…

Computation and Language · Computer Science 2021-04-02 Nayeon Lee , Yejin Bang , Andrea Madotto , Pascale Fung

To enhance the ability to find credible evidence in news articles, we propose a novel task of expert recommendation, which aims to identify trustworthy experts on a specific news topic. To achieve the aim, we describe the construction of a…

Information Retrieval · Computer Science 2023-05-09 Wenjia Zhang , Lin Gui , Rob Procter , Yulan He

Story generation is a task that aims to automatically produce multiple sentences to make up a meaningful story. This task is challenging because it requires high-level understanding of semantic meaning of sentences and causality of story…

Computation and Language · Computer Science 2021-02-08 Hong Chen , Raphael Shu , Hiroya Takamura , Hideki Nakayama

Mapping ongoing news headlines to event-related classes in a rich knowledge base can be an important component in a knowledge-based event analysis and forecasting solution. In this paper, we present a methodology for creating a benchmark…

Computation and Language · Computer Science 2023-12-06 Steve Fonin Mbouadeu , Martin Lorenzo , Ken Barker , Oktie Hassanzadeh

Lifelogs are descriptions of experiences that a person had during their life. Lifelogs are created by fusing data from the multitude of digital services, such as online photos, maps, shopping and content streaming services. Question…

Computation and Language · Computer Science 2023-06-05 Wang-Chiew Tan , Jane Dwivedi-Yu , Yuliang Li , Lambert Mathias , Marzieh Saeidi , Jing Nathan Yan , Alon Y. Halevy

Research on notable accomplishments and important events in the life of people of public interest usually requires close reading of long encyclopedic or biographical sources, which is a tedious and time-consuming task. Whereas semantic…

Artificial Intelligence · Computer Science 2020-12-14 Simon Gottschalk , Elena Demidova

Text summarization is crucial for mitigating information overload across domains like journalism, medicine, and business. This research evaluates summarization performance across 17 large language models (OpenAI, Google, Anthropic,…

Computation and Language · Computer Science 2025-04-08 Anantharaman Janakiraman , Behnaz Ghoraani