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End-to-end (E2E) spoken language understanding (SLU) can infer semantics directly from speech signal without cascading an automatic speech recognizer (ASR) with a natural language understanding (NLU) module. However, paired utterance…

Computation and Language · Computer Science 2021-02-15 Yao Qian , Ximo Bian , Yu Shi , Naoyuki Kanda , Leo Shen , Zhen Xiao , Michael Zeng

This paper summarises the experimental setup and results of the first shared task on end-to-end (E2E) natural language generation (NLG) in spoken dialogue systems. Recent end-to-end generation systems are promising since they reduce the…

Computation and Language · Computer Science 2018-11-22 Ondřej Dušek , Jekaterina Novikova , Verena Rieser

Cross-Lingual Text Simplification (CLTS) aims to make content more accessible across languages by simultaneously addressing both linguistic complexity and translation. This study investigates the effectiveness of different prompting…

Computation and Language · Computer Science 2026-04-28 Ido Dahan , Omer Toledano , Roey J. Gafter , Sharon Pardo , Oren Tsur , Hila Zahavi , Elior Sulem

Intent recognition (IR) for speech commands is essential for artificial intelligence (AI) assistant systems; however, most existing approaches are limited to short commands and are predominantly developed for English. This paper addresses…

Computation and Language · Computer Science 2025-08-11 Theresa Pekarek Rosin , Burak Can Kaplan , Stefan Wermter

A large portion of texts is written in English, but readers who see English as a Foreign Language (EFL) often struggle to read texts accurately and swiftly. EFL readers seek help from professional teachers and mentors, which is limited and…

Human-Computer Interaction · Computer Science 2025-10-06 Sunghyo Chung , Hyeon Jeon , Sungbok Shin , Md Naimul Hoque

The quality of open-weight LLMs has seen significant improvement, yet they remain predominantly focused on English. In this paper, we introduce the EuroLLM project, aimed at developing a suite of open-weight multilingual LLMs capable of…

End-to-end (E2E) approaches to keyword search (KWS) are considerably simpler in terms of training and indexing complexity when compared to approaches which use the output of automatic speech recognition (ASR) systems. This simplification…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-08 Bolaji Yusuf , Murat Saraçlar

With 24 official EU and many additional languages, multilingualism in Europe and an inclusive Digital Single Market can only be enabled through Language Technologies (LTs). European LT business is dominated by hundreds of SMEs and a few…

In recent years, Reinforcement Learning (RL), has become a popular field of study as well as a tool for enterprises working on cutting-edge artificial intelligence research. To this end, many researchers have built RL frameworks such as…

Indirectness is a common feature of daily communication, yet is underexplored in NLP research for both low-resource as well as high-resource languages. Indirect Question Answering (IQA) aims at classifying the polarity of indirect answers.…

Computation and Language · Computer Science 2026-04-28 Miriam Winkler , Verena Blaschke , Barbara Plank

Automatic transcription of stuttered speech remains a challenge, even for modern end-to-end (E2E) automatic speech recognition (ASR) frameworks. Dysfluencies and fluency-shaping artifacts are often overlooked, resulting in non-verbatim…

Audio and Speech Processing · Electrical Eng. & Systems 2025-12-03 Kashaf Gulzar , Dominik Wagner , Sebastian P. Bayerl , Florian Hönig , Tobias Bocklet , Korbinian Riedhammer

Epistemic Logic Programs (ELPs), that is, Answer Set Programming (ASP) extended with epistemic operators, have received renewed interest in recent years, which led to a flurry of new research, as well as efficient solvers. An important…

Logic in Computer Science · Computer Science 2018-11-13 Wolfgang Faber , Michael Morak , Stefan Woltran

Background: Introductory computer science courses use ``Explain in Plain English'' (EiPE) activities to develop and assess students' code comprehension skills, but creating effective autograders for these questions is challenging and…

Computers and Society · Computer Science 2024-10-01 David H. Smith , Viraj Kumar , Paul Denny

While natural language understanding (NLU) is advancing rapidly, today's technology differs from human-like language understanding in fundamental ways, notably in its inferior efficiency, interpretability, and generalization. This work…

Computation and Language · Computer Science 2020-07-10 Ronen Tamari , Chen Shani , Tom Hope , Miriam R. L. Petruck , Omri Abend , Dafna Shahaf

Natural Language Processing (NLP) has become increasingly utilized to provide adaptivity in educational applications. However, recent research has highlighted a variety of biases in pre-trained language models. While existing studies…

Computation and Language · Computer Science 2022-09-23 Thiemo Wambsganss , Vinitra Swamy , Roman Rietsche , Tanja Käser

Large language models (LLMs) have recently reshaped Automated Essay Scoring (AES), yet prior studies typically examine individual techniques in isolation, limiting understanding of their relative merits for English as a Second Language (L2)…

Computation and Language · Computer Science 2026-03-09 Minh Hoang Nguyen , Vu Hoang Pham , Xuan Thanh Huynh , Phuc Hong Mai , Vinh The Nguyen , Quang Nhut Huynh , Huy Tien Nguyen , Tung Le

With the recent focus in the accessibility field, researchers from academia and industry have been very active in developing innovative techniques and tools for assistive technology. Especially with handheld devices getting ever powerful…

Computers and Society · Computer Science 2017-09-27 Cynthia Chen , Peter Fay

We propose a novel deliberation-based approach to end-to-end (E2E) spoken language understanding (SLU), where a streaming automatic speech recognition (ASR) model produces the first-pass hypothesis and a second-pass natural language…

Computation and Language · Computer Science 2022-09-08 Duc Le , Akshat Shrivastava , Paden Tomasello , Suyoun Kim , Aleksandr Livshits , Ozlem Kalinli , Michael L. Seltzer

Assessing language proficiency is essential for education, as it enables instruction tailored to learners needs. This paper investigates the use of Large Language Models (LLMs) for automatically classifying German texts according to the…

Computation and Language · Computer Science 2025-12-09 Elias-Leander Ahlers , Witold Brunsmann , Malte Schilling

Explicit communication among humans is key to coordinating and learning. Social learning, which uses cues from experts, can greatly benefit from the usage of explicit communication to align heterogeneous policies, reduce sample complexity,…

Machine Learning · Computer Science 2023-03-01 Seth Karten , Siva Kailas , Huao Li , Katia Sycara