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Translation of perceptual descriptors such as the perceived affective quality attributes in the soundscape standard (ISO/TS 12913-2:2018) is an inherently intricate task, especially if the target language is used in multiple countries.…

Estimating the quality of machine translation systems has been an ongoing challenge for researchers in this field. Many previous attempts at using round-trip translation as a measure of quality have failed, and there is much disagreement as…

计算与语言 · 计算机科学 2021-11-02 Nathan Crone , Adam Power , John Weldon

Interpretation of topics is crucial for their downstream applications. State-of-the-art evaluation measures of topic quality such as coherence and word intrusion do not measure how much a topic facilitates the exploration of a corpus. To…

计算与语言 · 计算机科学 2025-07-28 Swapnil Hingmire , Ze Shi Li , Shiyu , Zeng , Ahmed Musa Awon , Luiz Franciscatto Guerra , Neil Ernst

The ecological validity of soundscape studies usually rests on a choice of soundscapes that are representative of the perceptual space under investigation. For example, a soundscape pleasantness study might investigate locations with…

机器学习 · 计算机科学 2022-06-22 Kenneth Ooi , Bhan Lam , Joo Young Hong , Karn N. Watcharasupat , Zhen-Ting Ong , Woon-Seng Gan

Recent years have seen big advances in the field of sentence-level quality estimation (QE), largely as a result of using neural-based architectures. However, the majority of these methods work only on the language pair they are trained on…

计算与语言 · 计算机科学 2020-11-05 Tharindu Ranasinghe , Constantin Orasan , Ruslan Mitkov

Machine Translation (MT) has developed rapidly since the release of Large Language Models and current MT evaluation is performed through comparison with reference human translations or by predicting quality scores from human-labeled data.…

计算与语言 · 计算机科学 2024-11-11 Shun Wang , Ge Zhang , Han Wu , Tyler Loakman , Wenhao Huang , Chenghua Lin

This work introduces a simple regressive ensemble for evaluating machine translation quality based on a set of novel and established metrics. We evaluate the ensemble using a correlation to expert-based MQM scores of the WMT 2021 Metrics…

计算与语言 · 计算机科学 2021-09-16 Michal Štefánik , Vít Novotný , Petr Sojka

We analyse the cross-lingual transferability of a dialogue evaluation framework that assesses the relationships between micro-level linguistic features (e.g. backchannels) and macro-level interactivity labels (e.g. topic management),…

计算与语言 · 计算机科学 2025-02-20 Rena Gao , Jingxuan Wu , Xuetong Wu , Carsten Roever , Jing Wu , Long Lv , Jey Han Lau

The use of large language models (LLMs) for evaluating outputs is becoming an increasingly effective and scalable approach. However, it remains uncertain whether this capability extends beyond task-specific evaluations to more general…

计算与语言 · 计算机科学 2025-11-13 Rhitabrat Pokharel , Ameeta Agrawal

The challenge of low-latency speech translation has recently draw significant interest in the research community as shown by several publications and shared tasks. Therefore, it is essential to evaluate these different approaches in…

Despite being neighbouring countries and sharing the language of Bahasa Melayu (ISO 639-3:ZSM), cultural and language education policy differences between Singapore and Malaysia led to differences in the translation of the "annoying"…

The advent of NMT has expanded the scope of translation beyond isolated sentences, enabling context to be preserved across paragraphs and documents. However, current evaluation metrics largely remain restricted to the sentence level and…

计算工程、金融与科学 · 计算机科学 2026-04-23 Hyeokmin Lee , Youngkyu Kim , Byounghyun Yoo

Our ability to efficiently and accurately evaluate the quality of machine translation systems has been outrun by the effectiveness of current language models--which limits the potential for further improving these models on more challenging…

计算与语言 · 计算机科学 2025-09-25 Syeda Jannatus Saba , Steven Skiena

Beyond individual languages, multilingual natural language processing (NLP) research increasingly aims to develop models that perform well across languages generally. However, evaluating these systems on all the world's languages is…

Cross-lingual text representations have gained popularity lately and act as the backbone of many tasks such as unsupervised machine translation and cross-lingual information retrieval, to name a few. However, evaluation of such…

计算与语言 · 计算机科学 2021-05-12 Mikhail Fain , Niall Twomey , Danushka Bollegala

Multilingual topic models enable document analysis across languages through coherent multilingual summaries of the data. However, there is no standard and effective metric to evaluate the quality of multilingual topics. We introduce a new…

计算与语言 · 计算机科学 2018-04-27 Shudong Hao , Jordan Boyd-Graber , Michael J. Paul

\emph{Sentiment Quantification} (i.e., the task of estimating the relative frequency of sentiment-related classes -- such as \textsf{Positive} and \textsf{Negative} -- in a set of unlabelled documents) is an important topic in sentiment…

机器学习 · 计算机科学 2021-09-22 Andrea Esuli , Alejandro Moreo , Fabrizio Sebastiani

Speech-to-speech translation combines machine translation with speech synthesis, introducing evaluation challenges not present in either task alone. How to automatically evaluate speech-to-speech translation is an open question which has…

计算与语言 · 计算机科学 2021-10-27 Elizabeth Salesky , Julian Mäder , Severin Klinger

Language barriers in virtual meetings remain a persistent challenge to global collaboration. Real-time translation offers promise, yet current integrations often neglect perceptual cues. This study investigates how spatial audio rendering…

人机交互 · 计算机科学 2025-11-13 Margarita Geleta , Hong Sodoma , Hannes Gamper

Large language models excel at instruction-following in English, but their performance in low-resource languages like Thai remains underexplored. Existing benchmarks often rely on translations, missing cultural and domain-specific nuances…

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