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Related papers: A Parametric Similarity Method: Comparative Experi…

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To cope with the ever-growing information overload, an increasing number of digital libraries employ content-based recommender systems. These systems traditionally recommend related documents with the help of similarity measures. However,…

Information Retrieval · Computer Science 2020-08-04 Malte Ostendorff

Estimation of semantic similarity is an important research problem both in natural language processing and the natural language understanding, and that has tremendous application on various downstream tasks such as question answering,…

Computation and Language · Computer Science 2025-06-24 R. Prashanth

Resolution of lexical ambiguity, commonly termed ``word sense disambiguation'', is expected to improve the analytical accuracy for tasks which are sensitive to lexical semantics. Such tasks include machine translation, information…

cmp-lg · Computer Science 2007-05-23 Atsushi Fujii

This paper introduces "Semantic Scaling," a novel method for ideal point estimation from text. I leverage large language models to classify documents based on their expressed stances and extract survey-like data. I then use item response…

Computation and Language · Computer Science 2024-05-07 Michael Burnham

Nowadays, cross-modal retrieval plays an indispensable role to flexibly find information across different modalities of data. Effectively measuring the similarity between different modalities of data is the key of cross-modal retrieval.…

Computer Vision and Pattern Recognition · Computer Science 2017-08-17 Yuxin Peng , Jinwei Qi , Yuxin Yuan

A major computational burden, while performing document clustering, is the calculation of similarity measure between a pair of documents. Similarity measure is a function that assigns a real number between 0 and 1 to a pair of documents,…

Information Retrieval · Computer Science 2013-03-19 Muhammad Rafi , Mohammad Shahid Shaikh

This paper explores a novel application of textual semantic similarity to user-preference representation for rating prediction. The approach represents a user's preferences as a graph of textual snippets from review text, where the edges…

Computation and Language · Computer Science 2023-03-29 Léo Laugier , Raghuram Vadapalli , Thomas Bonald , Lucas Dixon

Binary similarity analysis determines if two binary executables are from the same source program. Existing techniques leverage static and dynamic program features and may utilize advanced Deep Learning techniques. Although they have…

Software Engineering · Computer Science 2023-08-31 Xiangzhe Xu , Zhou Xuan , Shiwei Feng , Siyuan Cheng , Yapeng Ye , Qingkai Shi , Guanhong Tao , Le Yu , Zhuo Zhang , Xiangyu Zhang

Recent semantic communication methods explore effective ways to expand the communication paradigm and improve the system performance of the communication systems. Nonetheless, the common problem of these methods is that the essence of…

Information Theory · Computer Science 2024-01-29 Zijian Liang , Kai Niu , Jin Xu , Ping Zhang

Ontologies usually suffer from the semantic heterogeneity when simultaneously used in information sharing, merging, integrating and querying processes. Therefore, the similarity identification between ontologies being used becomes a…

Artificial Intelligence · Computer Science 2010-06-24 Amjad Farooq , Syed Ahsan , Abad Shah

Semantic parsing shines at analyzing complex natural language that involves composition and computation over multiple pieces of evidence. However, datasets for semantic parsing contain many factoid questions that can be answered from a…

Computation and Language · Computer Science 2017-07-17 Alon Talmor , Mor Geva , Jonathan Berant

This research focuses on developing advanced methods for assessing similarity between recipes by combining different sources of information and analytical approaches. We explore the semantic, lexical, and domain similarity of food recipes,…

Computation and Language · Computer Science 2026-03-12 Denica Kjorvezir , Danilo Najkov , Eva Valencič , Erika Jesenko , Barbara Koroišić Seljak , Tome Eftimov , Riste Stojanov

Semantic similarity measures are a key component in natural language processing tasks such as document analysis, requirement matching, and user input interpretation. However, the performance of individual measures varies considerably across…

Computation and Language · Computer Science 2025-04-28 Jorge Martinez-Gil

Semantic annotations have to satisfy quality constraints to be useful for digital libraries, which is particularly challenging on large and diverse datasets. Confidence scores of multi-label classification methods typically refer only to…

Information Retrieval · Computer Science 2018-06-08 Martin Toepfer , Christin Seifert

Analyzing the pattern of semantic variation in long real-world texts such as books or transcripts is interesting from the stylistic, cognitive, and linguistic perspectives. It is also useful for applications such as text segmentation,…

Computation and Language · Computer Science 2023-08-10 Deven M. Mistry , Ali A. Minai

Scientific document retrieval is a critical task for enabling knowledge discovery and supporting research across diverse domains. However, existing dense retrieval methods often struggle to capture fine-grained scientific concepts in texts…

Information Retrieval · Computer Science 2026-01-27 Wonbin Kweon , Runchu Tian , SeongKu Kang , Pengcheng Jiang , Zhiyong Lu , Jiawei Han , Hwanjo Yu

The ability to mimic human notions of semantic distance has widespread applications. Some measures rely only on raw text (distributional measures) and some rely on knowledge sources such as WordNet. Although extensive studies have been…

Computation and Language · Computer Science 2012-03-09 Saif M. Mohammad , Graeme Hirst

Artificial intelligence and semantic technologies are evolving and have been applied in various research areas, including the education domain. Higher Education institutions strive to improve students' academic performance. Early…

Computers and Society · Computer Science 2022-10-28 Yixin Cheng

We explore the need for more comprehensive and precise evaluation techniques for generative artificial intelligence (GenAI) in text summarization tasks, specifically in the area of opinion summarization. Traditional methods, which leverage…

Computation and Language · Computer Science 2026-02-10 Leandro Anghinoni , Jorge Sanchez

An extensive library of symptom inventories has been developed over time to measure clinical symptoms, but this variety has led to several long standing issues. Most notably, results drawn from different settings and studies are not…

Computation and Language · Computer Science 2023-09-12 Eamonn Kennedy , Shashank Vadlamani , Hannah M Lindsey , Kelly S Peterson , Kristen Dams OConnor , Kenton Murray , Ronak Agarwal , Houshang H Amiri , Raeda K Andersen , Talin Babikian , David A Baron , Erin D Bigler , Karen Caeyenberghs , Lisa Delano-Wood , Seth G Disner , Ekaterina Dobryakova , Blessen C Eapen , Rachel M Edelstein , Carrie Esopenko , Helen M Genova , Elbert Geuze , Naomi J Goodrich-Hunsaker , Jordan Grafman , Asta K Haberg , Cooper B Hodges , Kristen R Hoskinson , Elizabeth S Hovenden , Andrei Irimia , Neda Jahanshad , Ruchira M Jha , Finian Keleher , Kimbra Kenney , Inga K Koerte , Spencer W Liebel , Abigail Livny , Marianne Lovstad , Sarah L Martindale , Jeffrey E Max , Andrew R Mayer , Timothy B Meier , Deleene S Menefee , Abdalla Z Mohamed , Stefania Mondello , Martin M Monti , Rajendra A Morey , Virginia Newcombe , Mary R Newsome , Alexander Olsen , Nicholas J Pastorek , Mary Jo Pugh , Adeel Razi , Jacob E Resch , Jared A Rowland , Kelly Russell , Nicholas P Ryan , Randall S Scheibel , Adam T Schmidt , Gershon Spitz , Jaclyn A Stephens , Assaf Tal , Leah D Talbert , Maria Carmela Tartaglia , Brian A Taylor , Sophia I Thomopoulos , Maya Troyanskaya , Eve M Valera , Harm Jan van der Horn , John D Van Horn , Ragini Verma , Benjamin SC Wade , Willian SC Walker , Ashley L Ware , J Kent Werner , Keith Owen Yeates , Ross D Zafonte , Michael M Zeineh , Brandon Zielinski , Paul M Thompson , Frank G Hillary , David F Tate , Elisabeth A Wilde , Emily L Dennis
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