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This work introduces a novel knowledge distillation framework for classification tasks where information on existing subclasses is available and taken into consideration. In classification tasks with a small number of classes or binary…

机器学习 · 计算机科学 2022-07-06 Ahmad Sajedi , Konstantinos N. Plataniotis

We propose spoken sentence embeddings which capture both acoustic and linguistic content. While existing works operate at the character, phoneme, or word level, our method learns long-term dependencies by modeling speech at the sentence…

声音 · 计算机科学 2019-02-22 Albert Haque , Michelle Guo , Prateek Verma , Li Fei-Fei

Teachers intentionally pick the most informative examples to show their students. However, if the teacher and student are neural networks, the examples that the teacher network learns to give, although effective at teaching the student, are…

人工智能 · 计算机科学 2018-02-15 Smitha Milli , Pieter Abbeel , Igor Mordatch

Learning suitable and well-performing dialogue behaviour in statistical spoken dialogue systems has been in the focus of research for many years. While most work which is based on reinforcement learning employs an objective measure like…

计算与语言 · 计算机科学 2020-01-22 Stefan Ultes

Responsive teaching, in which teachers adapt instruction based on close attention to the substance of students' ideas, is typically characterized along two dimensions: the level of detail at which teachers attend and respond to students'…

物理教育 · 物理学 2015-02-17 Jennifer Richards , Andrew Elby , Ayush Gupta

Conversational tutoring systems (CTSs) aim to help students master educational material with natural language interaction in the form of a dialog. CTSs have become a key pillar in educational data mining research. A key challenge in CTSs is…

计算与语言 · 计算机科学 2023-02-28 Lingzhi Wang , Mrinmaya Sachan , Xingshan Zeng , Kam-Fai Wong

This position paper argues that knowledge distillation must account for what it loses: student models should be judged not only by retained task scores, but by whether they preserve the teacher capabilities that make those scores reliable.…

机器学习 · 计算机科学 2026-05-07 Wenshuo Wang

Children efficiently acquire language not just by listening, but by interacting with others in their social environment. Conversely, large language models are typically trained with next-word prediction on massive amounts of text. Motivated…

计算与语言 · 计算机科学 2025-09-22 Jonas Mayer Martins , Ali Hamza Bashir , Muhammad Rehan Khalid , Lisa Beinborn

In this paper, we study the problem of data augmentation for language understanding in task-oriented dialogue system. In contrast to previous work which augments an utterance without considering its relation with other utterances, we…

计算与语言 · 计算机科学 2018-07-05 Yutai Hou , Yijia Liu , Wanxiang Che , Ting Liu

In this work we study the knowledge acquisition process in a teaching-learning scenario that takes place within the classroom. We explore two complementary approaches, which include classroom observations and student surveys, and the…

物理教育 · 物理学 2021-03-15 Fátima Velásquez-Rojas , María Fabiana Laguna

Conversational tones -- the manners and attitudes in which speakers communicate -- are essential to effective communication. Amidst the increasing popularization of Large Language Models (LLMs) over recent years, it becomes necessary to…

计算与语言 · 计算机科学 2024-06-07 Dun-Ming Huang , Pol Van Rijn , Ilia Sucholutsky , Raja Marjieh , Nori Jacoby

Turn-taking is a fundamental aspect of human communication and can be described as the ability to take turns, project upcoming turn shifts, and supply backchannels at appropriate locations throughout a conversation. In this work, we…

音频与语音处理 · 电气工程与系统科学 2022-09-13 Erik Ekstedt , Gabriel Skantze

As educational settings increasingly integrate artificial intelligence (AI), understanding how AI tools identify -- and adapt their responses to -- varied educational contexts becomes paramount. This study examines conversational AI's…

人机交互 · 计算机科学 2025-03-06 Alex Liu , Lief Esbenshade , Min Sun , Shawon Sarkar , Jian He , Victor Tian , Zachary Zhang

A robot needs contextual awareness, effective speech production and complementing non-verbal gestures for successful communication in society. In this paper, we present our end-to-end system that tries to enhance the effectiveness of…

机器人学 · 计算机科学 2024-10-01 Bishal Ghosh , Abhinav Dhall , Ekta Singla

Children learning their first language face multiple problems of induction: how to learn the meanings of words, and how to build meaningful phrases from those words according to syntactic rules. We consider how children might solve these…

计算与语言 · 计算机科学 2018-05-15 Jon Gauthier , Roger Levy , Joshua B. Tenenbaum

Evaluating the performance of students in higher education is essential for gauging the effectiveness of teaching methods and achieving greater equality of opportunities for all. In this study, we investigate the correlation between two…

应用统计 · 统计学 2023-07-24 Paul Dubois , Romain Lhotte

Unlike well-structured text, such as news reports and encyclopedia articles, dialogue content often comes from two or more interlocutors, exchanging information with each other. In such a scenario, the topic of a conversation can vary upon…

计算与语言 · 计算机科学 2021-09-13 Junpeng Liu , Yanyan Zou , Hainan Zhang , Hongshen Chen , Zhuoye Ding , Caixia Yuan , Xiaojie Wang

Analyzing the reasoning patterns of students in science classrooms is critical for understanding knowledge construction mechanism and improving instructional practice to maximize cognitive engagement, yet manual coding of classroom…

计算与语言 · 计算机科学 2026-05-08 Jiho Noh , Mukhesh Raghava Katragadda , Raymond Carl , Soon Lee

An evolutionary model for emergence of diversity in language is developed. We investigated the effects of two real life observations, namely, people prefer people that they communicate with well, and people interact with people that are…

计算与语言 · 计算机科学 2017-07-05 Ibrahim Cimentepe , Haluk O. Bingol

This paper proposes a new "decompose-and-edit" paradigm for the text-based speech insertion task that facilitates arbitrary-length speech insertion and even full sentence generation. In the proposed paradigm, global and local factors in…

音频与语音处理 · 电气工程与系统科学 2022-06-29 Dacheng Yin , Chuanxin Tang , Yanqing Liu , Xiaoqiang Wang , Zhiyuan Zhao , Yucheng Zhao , Zhiwei Xiong , Sheng Zhao , Chong Luo