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Achieving robust language technologies that can perform well across the world's many languages is a central goal of multilingual NLP. In this work, we take stock of and empirically analyse task performance disparities that exist between…

计算与语言 · 计算机科学 2023-10-20 Songbo Hu , Han Zhou , Moy Yuan , Milan Gritta , Guchun Zhang , Ignacio Iacobacci , Anna Korhonen , Ivan Vulić

Natural language-based assessment (NLA) is an approach to second language assessment that uses instructions - expressed in the form of can-do descriptors - originally intended for human examiners, aiming to determine whether large language…

音频与语音处理 · 电气工程与系统科学 2025-07-15 Stefano Bannò , Rao Ma , Mengjie Qian , Siyuan Tang , Kate Knill , Mark Gales

Natural language processing (NLP) systems have become a central technology in communication, education, medicine, artificial intelligence, and many other domains of research and development. While the performance of NLP methods has grown…

计算与语言 · 计算机科学 2021-10-14 Damián Blasi , Antonios Anastasopoulos , Graham Neubig

Modality is one of the important components of grammar in linguistics. It lets speaker to express attitude towards, or give assessment or potentiality of state of affairs. It implies different senses and thus has different perceptions as…

计算与语言 · 计算机科学 2015-04-21 Vishal Shukla

Dialogue systems are a popular natural language processing (NLP) task as it is promising in real-life applications. It is also a complicated task since many NLP tasks deserving study are involved. As a result, a multitude of novel works on…

计算与语言 · 计算机科学 2022-03-31 Jinjie Ni , Tom Young , Vlad Pandelea , Fuzhao Xue , Erik Cambria

Learning to respond to voice-text input involves the subject's ability in understanding the phonetic and text based contents and his/her ability to communicate based on his/her experience. The neuro-cognitive facility of the subject has to…

人工智能 · 计算机科学 2007-05-23 S. Ravichandran , M. N. Karthik

Dialogue systems (DS), including the task-oriented dialogue system (TOD) and the open-domain dialogue system (ODD), have always been a fundamental task in natural language processing (NLP), allowing various applications in practice. Owing…

计算与语言 · 计算机科学 2025-07-22 Hongru Wang , Lingzhi Wang , Yiming Du , Liang Chen , Jingyan Zhou , Yufei Wang , Kam-Fai Wong

This memoir explores two fundamental aspects of Natural Language Processing (NLP): the creation of linguistic resources and the evaluation of NLP system performance. Over the past decade, my work has focused on developing a morpheme-based…

计算与语言 · 计算机科学 2026-02-16 Jungyeul Park

With the advancements of transformer-based architectures, we observe the rise of natural language preprocessing (NLPre) tools capable of solving preliminary NLP tasks (e.g. tokenisation, part-of-speech tagging, dependency parsing, or…

计算与语言 · 计算机科学 2024-03-28 Martyna Wiącek , Piotr Rybak , Łukasz Pszenny , Alina Wróblewska

State-of-the-art natural language processing (NLP) models are trained on massive training corpora, and report a superlative performance on evaluation datasets. This survey delves into an important attribute of these datasets: the dialect of…

计算与语言 · 计算机科学 2024-12-10 Aditya Joshi , Raj Dabre , Diptesh Kanojia , Zhuang Li , Haolan Zhan , Gholamreza Haffari , Doris Dippold

Tasks related to Natural Language Processing (NLP) have recently been the focus of a large research endeavor by the machine learning community. The increased interest in this area is mainly due to the success of deep learning methods.…

计算与语言 · 计算机科学 2020-04-30 Luca Manzoni , Domagoj Jakobovic , Luca Mariot , Stjepan Picek , Mauro Castelli

Despite advances in machine learning (ML) and large language models (LLMs), rule-based natural language processing (NLP) systems remain active in clinical settings due to their interpretability and operational efficiency. However, their…

计算与语言 · 计算机科学 2025-06-23 Jianlin Shi , Brian T. Bucher

Task-oriented dialogue (TOD) system is designed to accomplish user-defined tasks through dialogues. The TOD system has progressed towards end-to-end modeling by leveraging pre-trained large language models. Fine-tuning the pre-trained…

计算与语言 · 计算机科学 2024-11-11 Dharmendra Prajapat , Durga Toshniwal

Designing task-oriented dialogue systems is a challenging research topic, since it needs not only to generate utterances fulfilling user requests but also to guarantee the comprehensibility. Many previous works trained end-to-end (E2E)…

计算与语言 · 计算机科学 2021-02-22 Jianhong Wang , Yuan Zhang , Tae-Kyun Kim , Yunjie Gu

The explosion of high-performing conversational language models (LMs) has spurred a shift from classic natural language processing (NLP) benchmarks to expensive, time-consuming and noisy human evaluations - yet the relationship between…

Pre-trained language models have achieved huge improvement on many NLP tasks. However, these methods are usually designed for written text, so they do not consider the properties of spoken language. Therefore, this paper aims at…

计算与语言 · 计算机科学 2020-11-03 Chao-Wei Huang , Yun-Nung Chen

Large language models (LLMs) often fail to meet the pedagogical needs of K-12 English learners in non-native contexts due to a proficiency mismatch. To address this widespread challenge, we introduce a proficiency-aligned framework that…

计算与语言 · 计算机科学 2026-04-27 Haidong Yuan , Haokun Zhao , Wanshi Xu , Songjun Cao , Qingyu Zhou , Long Ma , Hongjie Fan

Vocabulary use is a fundamental aspect of second language (L2) proficiency. To date, its assessment by automated systems has typically examined the context-independent, or part-of-speech (PoS) related use of words. This paper introduces a…

计算与语言 · 计算机科学 2025-06-04 Stefano Bannò , Kate Knill , Mark Gales

Natural language processing for programming aims to use NLP techniques to assist programming. It is increasingly prevalent for its effectiveness in improving productivity. Distinct from natural language, a programming language is highly…

计算与语言 · 计算机科学 2023-08-08 Qingfu Zhu , Xianzhen Luo , Fang Liu , Cuiyun Gao , Wanxiang Che

With the development of Natural Language Processing (NLP), more and more systems want to adopt NLP in User Interface Module to process user input, in order to communicate with user in a natural way. However, this raises a speed problem.…

人工智能 · 计算机科学 2009-09-30 Zhe Chen , Dunwei Wen
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