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Nowadays, search engine users commonly rely on query suggestions to improve their initial inputs. Current systems are very good at recommending lexical adaptations or spelling corrections to users' queries. However, they often struggle to…

Information Retrieval · Computer Science 2023-01-24 Jorge Gabín , M. Eduardo Ares , Javier Parapar

Translation Suggestion (TS), which provides alternatives for specific words or phrases given the entire documents translated by machine translation (MT) \cite{lee2021intellicat}, has been proven to play a significant role in post editing…

Computation and Language · Computer Science 2022-10-14 Zhen Yang , Fandong Meng , Yingxue Zhang , Ernan Li , Jie Zhou

Keyphrase prediction aims to generate phrases (keyphrases) that highly summarizes a given document. Recently, researchers have conducted in-depth studies on this task from various perspectives. In this paper, we comprehensively summarize…

Computation and Language · Computer Science 2023-05-05 Binbin Xie , Jia Song , Liangying Shao , Suhang Wu , Xiangpeng Wei , Baosong Yang , Huan Lin , Jun Xie , Jinsong Su

The emergence of Large Language Models (LLMs) has shifted language model evaluation toward reasoning and problem-solving tasks as measures of general intelligence. Small Language Models (SLMs) -- defined here as models under 10B parameters…

Computation and Language · Computer Science 2026-01-08 Gabriel Benedict , Matthew Butler , Naved Merchant , Eetu Salama-Laine

Word Sense Disambiguation (WSD) is the task of associating a word in a given context with its most suitable meaning among a set of possible candidates. While the task has recently witnessed renewed interest, with systems achieving…

Computation and Language · Computer Science 2024-12-13 Andrei Stefan Bejgu , Edoardo Barba , Luigi Procopio , Alberte Fernández-Castro , Roberto Navigli

The performance of the Chinese Word Segmentation (CWS) systems has gradually reached a plateau with the rapid development of deep neural networks, especially the successful use of large pre-trained models. In this paper, we take stock of…

Computation and Language · Computer Science 2020-12-10 Jinlan Fu , Pengfei Liu , Qi Zhang , Xuanjing Huang

Semantic textual similarity is one of the open research challenges in the field of Natural Language Processing. Extensive research has been carried out in this field and near-perfect results are achieved by recent transformer-based models…

Computation and Language · Computer Science 2021-07-13 Dhivya Chandrasekaran , Vijay Mago

Spoken keyword spotting (KWS) is the task of identifying a keyword in an audio stream and is widely used in smart devices at the edge in order to activate voice assistants and perform hands-free tasks. The task is daunting as there is a…

Computation and Language · Computer Science 2024-05-07 Mahmoud Salhab , Haidar Harmanani

One of the challenges in developing a high quality custom keyword spotting (KWS) model is the lengthy and expensive process of collecting training data covering a wide range of languages, phrases and speaking styles. We introduce Synth4Kws…

Audio and Speech Processing · Electrical Eng. & Systems 2026-02-06 Pai Zhu , Dhruuv Agarwal , Jacob W. Bartel , Kurt Partridge , Hyun Jin Park , Quan Wang

Automatic evaluation of semantic rationality is an important yet challenging task, and current automatic techniques cannot well identify whether a sentence is semantically rational. The methods based on the language model do not measure the…

Computation and Language · Computer Science 2018-09-12 Shu Liu , Jingjing Xu , Xuancheng Ren , Xu Sun

Skill Extraction (SE) is an important and widely-studied task useful to gain insights into labor market dynamics. However, there is a lacuna of datasets and annotation guidelines; available datasets are few and contain crowd-sourced labels…

Computation and Language · Computer Science 2022-04-28 Mike Zhang , Kristian Nørgaard Jensen , Sif Dam Sonniks , Barbara Plank

Traditional linguists have proposed the use of a General Service List (GSL) to assist new language learners in identifying the most important words in English. This process requires linguistic expertise, subjective input, and a considerable…

Computation and Language · Computer Science 2025-12-18 Dakota Ellis , Samy Bakikerali , Wanshan Chen , Bao Dinh , Uyen Le

In this paper Schapire and Singer's AdaBoost.MH boosting algorithm is applied to the Word Sense Disambiguation (WSD) problem. Initial experiments on a set of 15 selected polysemous words show that the boosting approach surpasses Naive Bayes…

Computation and Language · Computer Science 2007-05-23 Gerard Escudero , Lluis Marquez , German Rigau

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…

Computation and Language · Computer Science 2020-06-23 Sunjae Kwon , Dongsuk Oh , Youngjoong Ko

Modern Artificial Intelligence applications show great potential for language-related tasks that rely on next-word prediction. The current generation of Large Language Models (LLMs) have been linked to claims about human-like linguistic…

Computation and Language · Computer Science 2024-09-05 Evelina Leivada , Gary Marcus , Fritz Günther , Elliot Murphy

We propose TuringAdvice, a new challenge task and dataset for language understanding models. Given a written situation that a real person is currently facing, a model must generate helpful advice in natural language. Our evaluation…

Computation and Language · Computer Science 2021-04-14 Rowan Zellers , Ari Holtzman , Elizabeth Clark , Lianhui Qin , Ali Farhadi , Yejin Choi

A key subtask in lexical substitution is ranking the given candidate words. A common approach is to replace the target word with a candidate in the original sentence and feed the modified sentence into a model to capture semantic…

Computation and Language · Computer Science 2025-09-16 Zhongyang Hu , Naijie Gu , Xiangzhi Tao , Tianhui Gu , Yibing Zhou

An increasing number of monitoring systems have been developed in smart cities to ensure that real-time operations of a city satisfy safety and performance requirements. However, many existing city requirements are written in English with…

Artificial Intelligence · Computer Science 2022-06-16 Zirong Chen , Isaac Li , Haoxiang Zhang , Sarah Preum , John A. Stankovic , Meiyi Ma

Existing paraphrase identification datasets lack sentence pairs that have high lexical overlap without being paraphrases. Models trained on such data fail to distinguish pairs like flights from New York to Florida and flights from Florida…

Computation and Language · Computer Science 2019-04-03 Yuan Zhang , Jason Baldridge , Luheng He

Academic writing should be concise as concise sentences better keep the readers' attention and convey meaning clearly. Writing concisely is challenging, for writers often struggle to revise their drafts. We introduce and formulate revising…

Computation and Language · Computer Science 2022-10-27 Wenchuan Mu , Kwan Hui Lim