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When two people pay attention to each other and are interested in what the other has to say or write, they almost instantly adapt their writing/speaking style to match the other. For a successful interaction with a user, chatbots and…

Computation and Language · Computer Science 2022-03-22 Sanja Štajner , Seren Yenikent , Marc Franco-Salvador

The rapid evolution of Large Language Models' has underscored the need for evaluation frameworks that are globally applicable, flexible, and modular, and that support a wide range of tasks, model types, and linguistic settings. We introduce…

Computation and Language · Computer Science 2026-03-06 Samridhi Raj Sinha , Rajvee Sheth , Abhishek Upperwal , Mayank Singh

Evaluating the quality of a dialogue system is an understudied problem. The recent evolution of evaluation method motivated this survey, in which an explicit and comprehensive analysis of the existing methods is sought. We are first to…

Computation and Language · Computer Science 2021-08-04 Xinmeng Li , Wansen Wu , Long Qin , Quanjun Yin

Linguists and psychologists have long been studying cross-linguistic transfer, the influence of native language properties on linguistic performance in a foreign language. In this work we provide empirical evidence for this process in the…

Computation and Language · Computer Science 2016-03-25 Yevgeni Berzak , Roi Reichart , Boris Katz

Empathy is critical for effective and satisfactory conversational communication. Prior efforts to measure conversational empathy mostly focus on expressed communicative intents -- that is, the way empathy is expressed. Yet, these works…

Computation and Language · Computer Science 2024-10-15 Zhichao Xu , Jiepu Jiang

The goal of this work is to build a classifier that can identify text complexity within the context of teaching reading to English as a Second Language (ESL) learners. To present language learners with texts that are suitable to their level…

Computation and Language · Computer Science 2023-06-22 M. Zakaria Kurdi

Cross-lingual emotion detection allows us to analyze global trends, public opinion, and social phenomena at scale. We participated in the Explainability of Cross-lingual Emotion Detection (EXALT) shared task, achieving an F1-score of 0.6046…

Computation and Language · Computer Science 2024-07-03 Long Cheng , Qihao Shao , Christine Zhao , Sheng Bi , Gina-Anne Levow

An automated metric to evaluate dialogue quality is vital for optimizing data driven dialogue management. The common approach of relying on explicit user feedback during a conversation is intrusive and sparse. Current models to estimate…

How do we communicate with others to achieve our goals? We use our prior experience or advice from others, or construct a candidate utterance by predicting how it will be received. However, our experiences are limited and biased, and…

Artificial Intelligence · Computer Science 2023-11-06 Ryan Liu , Howard Yen , Raja Marjieh , Thomas L. Griffiths , Ranjay Krishna

Current automated speaking assessment (ASA) systems for use in multi-aspect evaluations often fail to make full use of content relevance, overlooking image or exemplar cues, and employ superficial grammar analysis that lacks detailed error…

Computation and Language · Computer Science 2025-06-23 Hao-Chien Lu , Jhen-Ke Lin , Hong-Yun Lin , Chung-Chun Wang , Berlin Chen

Emotion recognition in conversation (ERC), the task of discerning human emotions for each utterance within a conversation, has garnered significant attention in human-computer interaction systems. Previous ERC studies focus on…

Computation and Language · Computer Science 2025-03-04 Yumeng Fu , Junjie Wu , Zhongjie Wang , Meishan Zhang , Lili Shan , Yulin Wu , Bingquan Li

Large language models (LLMs) are increasingly relied upon for complex multi-turn conversations across diverse real-world applications. However, existing benchmarks predominantly focus on single-turn evaluations, overlooking the models'…

Computation and Language · Computer Science 2024-01-31 Wai-Chung Kwan , Xingshan Zeng , Yuxin Jiang , Yufei Wang , Liangyou Li , Lifeng Shang , Xin Jiang , Qun Liu , Kam-Fai Wong

We present a scalable methodology for evaluating language models in multi-turn interactions, using a suite of collaborative games that require effective communication about private information. This enables an interactive scaling analysis,…

Computation and Language · Computer Science 2026-03-02 Jacob Eisenstein , Fantine Huot , Adam Fisch , Jonathan Berant , Mirella Lapata

Evaluating the quality of open-domain chatbots has become increasingly reliant on LLMs acting as automatic judges. However, existing meta-evaluation benchmarks are static, outdated, and lacking in multilingual coverage, limiting their…

Computation and Language · Computer Science 2026-01-23 John Mendonça , Alon Lavie , Isabel Trancoso

Establishing evaluation schemes for spoken dialogue systems is important, but it can also be challenging. While subjective evaluations are commonly used in user experiments, objective evaluations are necessary for research comparison and…

Computation and Language · Computer Science 2024-01-24 Koji Inoue , Divesh Lala , Keiko Ochi , Tatsuya Kawahara , Gabriel Skantze

Speech Large Language Models (SpeechLLMs) process spoken input directly, retaining cues such as accent and perceived gender that were previously removed in cascaded pipelines. This introduces speaker identity dependent variation in…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-19 Shree Harsha Bokkahalli Satish , Christoph Minixhofer , Maria Teleki , James Caverlee , Ondřej Klejch , Peter Bell , Gustav Eje Henter , Éva Székely

Long-term memory is important for chatbots and dialogue systems (DS) to create consistent and human-like conversations, evidenced by numerous developed memory-augmented DS (MADS). To evaluate the effectiveness of such MADS, existing…

Computation and Language · Computer Science 2024-10-24 Junqing He , Liang Zhu , Rui Wang , Xi Wang , Reza Haffari , Jiaxing Zhang

An important step towards enabling English language learners to improve their conversational speaking proficiency involves automated scoring of multiple aspects of interactional competence and subsequent targeted feedback. This paper builds…

Human-Computer Interaction · Computer Science 2020-05-21 Vikram Ramanarayanan , Matthew Mulholland , Debanjan Ghosh

This article addresses Second Language (L2) writing development through an investigation of new grammatical and structural complexity metrics. We explore the paradigmatic production in learner English by linking language functions to…

Computation and Language · Computer Science 2025-03-17 Cyriel Mallart , Andrew Simpkin , Nicolas Ballier , Paula Lissón , Rémi Venant , Jen-Yu Li , Bernardo Stearns , Thomas Gaillat

Detecting toxic language including sexism, harassment and abusive behaviour, remains a critical challenge, particularly in its subtle and context-dependent forms. Existing approaches largely focus on isolated message-level classification,…