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The quality of machine translation has increased remarkably over the past years, to the degree that it was found to be indistinguishable from professional human translation in a number of empirical investigations. We reassess Hassan et…

Computation and Language · Computer Science 2020-04-06 Samuel Läubli , Sheila Castilho , Graham Neubig , Rico Sennrich , Qinlan Shen , Antonio Toral

With the increasing focus on flexible automation, which emphasizes systems capable of adapting to varied tasks and conditions, exploring future deployments of cloud and edge-based network infrastructures in robotic systems becomes crucial.…

The task of word-level quality estimation (QE) consists of taking a source sentence and machine-generated translation, and predicting which words in the output are correct and which are wrong. In this paper, propose a method to effectively…

Computation and Language · Computer Science 2018-09-05 Junjie Hu , Wei-Cheng Chang , Yuexin Wu , Graham Neubig

Textual Question Answering (QA) aims to provide precise answers to user's questions in natural language using unstructured data. One of the most popular approaches to this goal is machine reading comprehension(MRC). In recent years, many…

Computation and Language · Computer Science 2022-02-07 Yang Bai , Daisy Zhe Wang

Systems for symbolic event recognition accept as input a stream of time-stamped events from sensors and other computational devices, and seek to identify high-level composite events, collections of events that satisfy some pattern. RTEC is…

Artificial Intelligence · Computer Science 2015-05-21 Alexander Artikis , Marek Sergot , Georgios Paliouras

Evaluation plays a vital role in checking the quality of MT output. It is done either manually or automatically. Manual evaluation is very time consuming and subjective, hence use of automatic metrics is done most of the times. This paper…

Computation and Language · Computer Science 2015-06-19 Aditi Kalyani , Hemant Kumud , Shashi Pal Singh , Ajai Kumar

Machine translation quality estimation (QE) predicts human judgements of a translation hypothesis without seeing the reference. State-of-the-art QE systems based on pretrained language models have been achieving remarkable correlations with…

Computation and Language · Computer Science 2023-04-26 Vilém Zouhar , Shehzaad Dhuliawala , Wangchunshu Zhou , Nico Daheim , Tom Kocmi , Yuchen Eleanor Jiang , Mrinmaya Sachan

Quality estimation (QE) reranking is a form of quality-aware decoding which aims to improve machine translation (MT) by scoring and selecting the best candidate from a pool of generated translations. While known to be effective at the…

Computation and Language · Computer Science 2025-10-13 Krzysztof Mrozinski , Minji Kang , Ahmed Khota , Vincent Michael Sutanto , Giovanni Gatti De Giacomo

We present a new method for the accurate analysis of the quality-of-service (QoS) properties of component-based systems. Our method takes as input a QoS property of interest and a high-level continuous-time Markov chain (CTMC) model of the…

Software Engineering · Computer Science 2018-05-25 Colin Paterson , Radu Calinescu

Inferring evaluation scores based on human judgments is invaluable compared to using current evaluation metrics which are not suitable for real-time applications e.g. post-editing. However, these judgments are much more expensive to collect…

Computation and Language · Computer Science 2013-07-09 Ibrahim Sabek , Noha A. Yousri , Nagwa Elmakky , Mona Habib

Conversational recommender systems (CRS) are interactive agents that support their users in recommendation-related goals through multi-turn conversations. Generally, a CRS can be evaluated in various dimensions. Today's CRS mainly rely on…

Human-Computer Interaction · Computer Science 2022-09-08 Ahtsham Manzoor , Dietmar jannach

Information System Quality (ISQ) management discipline requires a set of assessment mechanisms to evaluate external quality characteristics that are influenced by the environmental parameters and impacted by the ecosystem factors. The…

Software Engineering · Computer Science 2013-10-31 Abir Elmir , Badr Elmir , Bouchaib Bounabat

Evaluating conversational AI systems that use external tools is challenging, as errors can arise from complex interactions among user, agent, and tools. While existing evaluation methods assess either user satisfaction or agents'…

Computation and Language · Computer Science 2025-10-23 Zhaoyi Joey Hou , Tanya Shourya , Yingfan Wang , Shamik Roy , Vinayshekhar Bannihatti Kumar , Rashmi Gangadharaiah

Automated metrics for Machine Translation have made significant progress, with the goal of replacing expensive and time-consuming human evaluations. These metrics are typically assessed by their correlation with human judgments, which…

Computation and Language · Computer Science 2024-12-31 Pius von Däniken , Jan Deriu , Mark Cieliebak

Rule-based machine translation is a machine translation paradigm where linguistic knowledge is encoded by an expert in the form of rules that translate text from source to target language. While this approach grants extensive control over…

Computation and Language · Computer Science 2020-09-29 Daniel Torregrosa , Nivranshu Pasricha , Maraim Masoud , Bharathi Raja Chakravarthi , Juan Alonso , Noe Casas , Mihael Arcan

Relation extraction (RE) aims to identify semantic relations between entities in unstructured text. Although recent work extends traditional RE to multimodal scenarios, most approaches still adopt classification-based paradigms with fused…

Computation and Language · Computer Science 2025-09-26 Lei Hei , Tingjing Liao , Yingxin Pei , Yiyang Qi , Jiaqi Wang , Ruiting Li , Feiliang Ren

Reo is a formal coordination language. In order to assess and evaluate its capabilities, we need a multi-perspective Language Evaluation Framework. Langar (Language Analysis for Reo) is a framework aimed to provide such an evaluation…

Software Engineering · Computer Science 2021-03-09 Mohammad Reza Besharati , Mohammad Izadi

Receiver Operating Characteristic (ROC) curves are plots of true positive rate versus false positive rate which are used to evaluate binary classification algorithms. Because the Area Under the Curve (AUC) is a constant function of the…

Machine Learning · Computer Science 2023-02-23 Kyle R. Rust , Toby D. Hocking

Return on Investment (ROI) is one of the most popular performance measurement and evaluation metrics. ROI analysis (when applied correctly) is a powerful tool in comparing solutions and making informed decisions on the acquisitions of…

Computational Engineering, Finance, and Science · Computer Science 2015-12-25 Alexei Botchkarev

A major challenge in the practical use of Machine Translation (MT) is that users lack guidance to make informed decisions about when to rely on outputs. Progress in quality estimation research provides techniques to automatically assess MT…

Computation and Language · Computer Science 2023-10-27 Nikita Mehandru , Sweta Agrawal , Yimin Xiao , Elaine C Khoong , Ge Gao , Marine Carpuat , Niloufar Salehi