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We introduce a neural network-based system of Word Sense Disambiguation (WSD) for German that is based on SenseFitting, a novel method for optimizing WSD. We outperform knowledge-based WSD methods by up to 25% F1-score and produce a new…

计算与语言 · 计算机科学 2019-08-01 Manuel Stoeckel , Sajawel Ahmed , Alexander Mehler

This project explores methods to enhance sign language translation of German sign language, specifically focusing on disambiguation of homonyms. Sign language is ambiguous and understudied which is the basis for our experiments. We approach…

计算与语言 · 计算机科学 2024-09-16 Jana Grimm , Miriam Winkler , Oliver Kraus , Tanalp Agustoslu

Sign Language Recognition (SLR) systems primarily focus on manual gestures, but non-manual features such as mouth movements, specifically mouthing, provide valuable linguistic information. This work directly classifies mouthing instances to…

计算机视觉与模式识别 · 计算机科学 2025-08-12 Dinh Nam Pham , Eleftherios Avramidis

Sign language translation (SLT) is often decomposed into video-to-gloss recognition and gloss-to-text translation, where a gloss is a sequence of transcribed spoken-language words in the order in which they are signed. We focus here on…

计算与语言 · 计算机科学 2021-05-18 Amit Moryossef , Kayo Yin , Graham Neubig , Yoav Goldberg

The field of sign language translation has witnessed significant progress in the translation between sign and spoken languages, but the translation between sign languages remains largely unexplored and out of reach. The latter can help 1.5…

计算与语言 · 计算机科学 2026-05-21 Zetian Wu , Bowen Xie , Wuyang Meng , Milan Gautam , Stefan Lee , Liang Huang

Several language applications often require word semantics as a core part of their processing pipeline, either as precise meaning inference or semantic similarity. Multi-sense embeddings (M-SE) can be exploited for this important…

计算与语言 · 计算机科学 2021-03-04 Eniafe Festus Ayetiran , Petr Sojka , Vít Novotný

Linguistic similarity is multi-faceted. For instance, two words may be similar with respect to semantics, syntax, or morphology inter alia. Continuous word-embeddings have been shown to capture most of these shades of similarity to some…

计算与语言 · 计算机科学 2019-07-05 Ryan Cotterell , Hinrich Schütze

We present a dataset and a model for sentiment analysis of German sign language (DGS) fairy tales. First, we perform sentiment analysis for three levels of valence (negative, neutral, positive) on German fairy tales text segments using four…

计算与语言 · 计算机科学 2026-04-20 Fabrizio Nunnari , Siddhant Jain , Patrick Gebhard

In order to generate cohesive discourse, many of the relations holding between text segments need to be signalled to the reader by means of cue words, or {\em discourse markers}. Programs usually do this in a simplistic way, e.g., by using…

cmp-lg · 计算机科学 2008-02-03 Brigitte Grote , Nils Lenke , Manfred Stede

Semantic textual similarity (STS) systems are designed to encode and evaluate the semantic similarity between words, phrases, sentences, and documents. One method for assessing the quality or authenticity of semantic information encoded in…

计算与语言 · 计算机科学 2017-01-04 Kimberly Glasgow , Matthew Roos , Amy Haufler , Mark Chevillet , Michael Wolmetz

In natural language processing, word-sense disambiguation (WSD) is an open problem concerned with identifying the correct sense of words in a particular context. To address this problem, we introduce a novel knowledge-based WSD system. We…

计算与语言 · 计算机科学 2020-06-23 Sunjae Kwon , Dongsuk Oh , Youngjoong Ko

One of the central aspects of contextualised language models is that they should be able to distinguish the meaning of lexically ambiguous words by their contexts. In this paper we investigate the extent to which the contextualised…

计算与语言 · 计算机科学 2021-09-30 Janosch Haber , Massimo Poesio

Word sense disambiguation (WSD) methods identify the most suitable meaning of a word with respect to the usage of that word in a specific context. Neural network-based WSD approaches rely on a sense-annotated corpus since they do not…

计算与语言 · 计算机科学 2021-02-11 Sm Zobaed , Md Enamul Haque , Md Fazle Rabby , Mohsen Amini Salehi

Does the grammatical gender of a language interfere when measuring the semantic gender information captured by its word embeddings? A number of anomalous gender bias measurements in the embeddings of gendered languages suggest this…

计算机与社会 · 计算机科学 2022-06-06 Shiva Omrani Sabbaghi , Aylin Caliskan

Ambiguous words are often found in modern digital communications. Lexical ambiguity challenges traditional Word Sense Disambiguation (WSD) methods, due to limited data. Consequently, the efficiency of translation, information retrieval, and…

计算与语言 · 计算机科学 2025-09-16 T. G. D. K. Sumanathilaka , Nicholas Micallef , Julian Hough

Advancements in spoken language processing have driven the development of spoken language models (SLMs), designed to achieve universal audio understanding by jointly learning text and audio representations for a wide range of tasks.…

计算与语言 · 计算机科学 2025-10-31 Pedro Corrêa , João Lima , Victor Moreno , Lucas Ueda , Paula Dornhofer Paro Costa

Neural word representations have proven useful in Natural Language Processing (NLP) tasks due to their ability to efficiently model complex semantic and syntactic word relationships. However, most techniques model only one representation…

计算与语言 · 计算机科学 2015-11-23 Andrew Trask , Phil Michalak , John Liu

A longstanding debate in semiotics centers on the relationship between linguistic signs and their corresponding semantics: is there an arbitrary relationship between a word form and its meaning, or does some systematic phenomenon pervade?…

计算与语言 · 计算机科学 2019-07-30 Tiago Pimentel , Arya D. McCarthy , Damián E. Blasi , Brian Roark , Ryan Cotterell

Semantic Change Detection (SCD) of words is an important task for various NLP applications that must make time-sensitive predictions. Some words are used over time in novel ways to express new meanings, and these new meanings establish…

计算与语言 · 计算机科学 2023-10-17 Xiaohang Tang , Yi Zhou , Taichi Aida , Procheta Sen , Danushka Bollegala

In this work, we studied the synthesis of Swiss German speech using different Text-to-Speech (TTS) models. We evaluated the TTS models on three corpora, and we found, that VITS models performed best, hence, using them for further testing.…

计算与语言 · 计算机科学 2023-06-01 Tobias Bollinger , Jan Deriu , Manfred Vogel
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