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Despite the subjective nature of semantic textual similarity (STS) and pervasive disagreements in STS annotation, existing benchmarks have used averaged human ratings as the gold standard. Averaging masks the true distribution of human…

Computation and Language · Computer Science 2023-08-09 Yuxia Wang , Shimin Tao , Ning Xie , Hao Yang , Timothy Baldwin , Karin Verspoor

Aspect Term Extraction (ATE) detects opinionated aspect terms in sentences or text spans, with the end goal of performing aspect-based sentiment analysis. The small amount of available datasets for supervised ATE and the fact that they…

Computation and Language · Computer Science 2017-09-28 Athanasios Giannakopoulos , Diego Antognini , Claudiu Musat , Andreea Hossmann , Michael Baeriswyl

The majority of current Text-to-Speech (TTS) datasets, which are collections of individual utterances, contain few conversational aspects. In this paper, we introduce DailyTalk, a high-quality conversational speech dataset designed for…

Audio and Speech Processing · Electrical Eng. & Systems 2023-03-14 Keon Lee , Kyumin Park , Daeyoung Kim

Aspect-based summarization is the task of generating focused summaries based on specific points of interest. Such summaries aid efficient analysis of text, such as quickly understanding reviews or opinions from different angles. However,…

Computation and Language · Computer Science 2020-11-17 Hiroaki Hayashi , Prashant Budania , Peng Wang , Chris Ackerson , Raj Neervannan , Graham Neubig

Nowadays, most recommender systems exploit user-provided ratings to infer their preferences. However, the growing popularity of social and e-commerce websites has encouraged users to also share comments and opinions through textual reviews.…

Information Retrieval · Computer Science 2017-10-31 Iacopo Vagliano , Diego Monti , Ansgar Scherp , Maurizio Morisio

Sentiment analysis of Arabic dialects presents significant challenges due to linguistic diversity and the scarcity of annotated data. This paper describes our approach to the AHaSIS shared task, which focuses on sentiment analysis on Arabic…

Computation and Language · Computer Science 2025-11-20 Randa Zarnoufi

The proliferation of radical content on online platforms poses significant risks, including inciting violence and spreading extremist ideologies. Despite ongoing research, existing datasets and models often fail to address the complexities…

Computation and Language · Computer Science 2024-12-20 Arij Riabi , Virginie Mouilleron , Menel Mahamdi , Wissam Antoun , Djamé Seddah

TACO is an open image dataset for litter detection and segmentation, which is growing through crowdsourcing. Firstly, this paper describes this dataset and the tools developed to support it. Secondly, we report instance segmentation…

Computer Vision and Pattern Recognition · Computer Science 2020-03-18 Pedro F Proença , Pedro Simões

Semantic Overlap Summarization (SOS) is a constrained multi-document summarization task, where the constraint is to capture the common/overlapping information between two alternative narratives. In this work, we perform a benchmarking study…

Computation and Language · Computer Science 2025-08-11 John Salvador , Naman Bansal , Mousumi Akter , Souvika Sarkar , Anupam Das , Shubhra Kanti Karmaker

Anticipating audience reaction towards a certain text is integral to several facets of society ranging from politics, research, and commercial industries. Sentiment analysis (SA) is a useful natural language processing (NLP) technique that…

Machine Learning · Computer Science 2023-06-19 Gabriel Lopez , Anna Nguyen , Joe Kaul

Sentence simplification aims to make complex text more accessible by reducing linguistic complexity while preserving the original meaning. However, progress in this area remains limited for mid-resource and low-resource languages due to the…

Spoken Language Understanding infers semantic meaning directly from audio data, and thus promises to reduce error propagation and misunderstandings in end-user applications. However, publicly available SLU resources are limited. In this…

Computation and Language · Computer Science 2020-11-30 Emanuele Bastianelli , Andrea Vanzo , Pawel Swietojanski , Verena Rieser

We introduce P1SCO, a dataset of social media comments collected from three distinct platforms, annotated according to ten social dimensions to capture the diversity of social interactions and perceptions. The dataset is carefully…

Computation and Language · Computer Science 2026-05-26 Amanda Cercas Curry , Gianmarco de Francisci Morales , Luca Maria Aiello

Sentiment analysis has become increasingly important for assessing public opinion and informing decision-making. Large language models (LLMs) have revolutionized this field by capturing nuanced language patterns. However, adapting LLMs to…

Computation and Language · Computer Science 2025-06-30 Hongcheng Ding , Fuzhen Hu , Ruiting Deng , Xuanze Zhao , Shamsul Nahar Abdullah , Deshinta Arrova Dewi

Africa has over 2000 indigenous languages but they are under-represented in NLP research due to lack of datasets. In recent years, there have been progress in developing labeled corpora for African languages. However, they are often…

Computation and Language · Computer Science 2023-08-23 Iyanuoluwa Shode , David Ifeoluwa Adelani , Jing Peng , Anna Feldman

Natural language processing (NLP) tasks in English and general domains are widely available and are often used to evaluate pre-trained language models. In contrast, fewer tasks are available for languages other than English and in the…

Computation and Language · Computer Science 2025-02-04 Masahiro Suzuki , Hiroki Sakaji

The amount of opinionated data on the internet is rapidly increasing. More and more people are sharing their ideas and opinions in reviews, discussion forums, microblogs and general social media. As opinions are central in all human…

Computation and Language · Computer Science 2022-06-15 Andreas Kilde Lien , Lars Martin Randem , Hans Petter Fauchald Taralrud , Maryam Edalati

Social media platforms have become a hub for political activities and discussions, democratizing participation in these endeavors. However, they have also become an incubator for manipulation campaigns, like information operations (IOs).…

Computers and Society · Computer Science 2024-11-21 Ozgur Can Seckin , Manita Pote , Alexander Nwala , Lake Yin , Luca Luceri , Alessandro Flammini , Filippo Menczer

Aspect-category sentiment analysis provides granular insights by identifying specific themes within product reviews that are associated with particular opinions. Supervised learning approaches dominate the field. However, data is scarce and…

Computation and Language · Computer Science 2025-08-26 Filippos Ventirozos , Peter Appleby , Matthew Shardlow

The lack of large realistic datasets presents a bottleneck in online deception detection studies. In this paper, we apply a data collection method based on social network analysis to quickly identify high-quality deceptive and truthful…

Computation and Language · Computer Science 2017-08-01 Wenlin Yao , Zeyu Dai , Ruihong Huang , James Caverlee
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