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This paper introduces QCaption, a novel video captioning and Q&A pipeline that enhances video analytics by fusing three models: key frame extraction, a Large Multimodal Model (LMM) for image-text analysis, and a Large Language Model (LLM)…

计算机视觉与模式识别 · 计算机科学 2026-01-13 Jiale Wang , Gee Wah Ng , Lee Onn Mak , Randall Cher , Ng Ding Hei Ryan , Davis Wang

We present a new large-scale multilingual video description dataset, VATEX, which contains over 41,250 videos and 825,000 captions in both English and Chinese. Among the captions, there are over 206,000 English-Chinese parallel translation…

计算机视觉与模式识别 · 计算机科学 2020-06-18 Xin Wang , Jiawei Wu , Junkun Chen , Lei Li , Yuan-Fang Wang , William Yang Wang

Existing studies in dialogue system research mostly treat task-oriented dialogue and chit-chat as separate domains. Towards building a human-like assistant that can converse naturally and seamlessly with users, it is important to build a…

计算与语言 · 计算机科学 2022-05-12 Zhiyu Chen , Bing Liu , Seungwhan Moon , Chinnadhurai Sankar , Paul Crook , William Yang Wang

Existing datasets for audio understanding primarily focus on single-turn interactions (i.e. audio captioning, audio question answering) for describing audio in natural language, thus limiting understanding audio via interactive dialogue. To…

计算与语言 · 计算机科学 2024-04-12 Arushi Goel , Zhifeng Kong , Rafael Valle , Bryan Catanzaro

The uptake of deep learning in natural language generation (NLG) led to the release of both small and relatively large parallel corpora for training neural models. The existing data-to-text datasets are, however, aimed at task-oriented…

计算与语言 · 计算机科学 2019-10-29 Juraj Juraska , Kevin K. Bowden , Marilyn Walker

This study focuses on emotion-sensitive spoken dialogue in human-machine speech interaction. With the advancement of Large Language Models (LLMs), dialogue systems can handle multimodal data, including audio. Recent models have enhanced the…

声音 · 计算机科学 2024-07-30 Hongfei Xue , Yuhao Liang , Bingshen Mu , Shiliang Zhang , Mengzhe Chen , Qian Chen , Lei Xie

Large Language Models (LLMs) have attained the impressive capability to resolve a wide range of NLP tasks by fine-tuning high-quality instruction data. However, collecting human-written data of high quality, especially multi-turn dialogues,…

计算与语言 · 计算机科学 2023-10-20 Dongjie Yang , Ruifeng Yuan , Yuantao Fan , Yifei Yang , Zili Wang , Shusen Wang , Hai Zhao

Aligning large language models (LLMs) with human preferences has proven to drastically improve usability and has driven rapid adoption as demonstrated by ChatGPT. Alignment techniques such as supervised fine-tuning (SFT) and reinforcement…

This paper introduces the Ubuntu Dialogue Corpus, a dataset containing almost 1 million multi-turn dialogues, with a total of over 7 million utterances and 100 million words. This provides a unique resource for research into building…

计算与语言 · 计算机科学 2016-07-26 Ryan Lowe , Nissan Pow , Iulian Serban , Joelle Pineau

Recent advancements in reference-free learned metrics for open-domain dialogue evaluation have been driven by the progress in pre-trained language models and the availability of dialogue data with high-quality human annotations. However,…

计算与语言 · 计算机科学 2023-10-16 Chen Zhang , Luis Fernando D'Haro , Chengguang Tang , Ke Shi , Guohua Tang , Haizhou Li

Existing dialogue corpora and models are typically designed under two disjoint motives: while task-oriented systems focus on achieving functional goals (e.g., booking hotels), open-domain chatbots aim at making socially engaging…

The development of chatbots requires collecting a large number of human-chatbot dialogues to reflect the breadth of users' sociodemographic backgrounds and conversational goals. However, the resource requirements to conduct the respective…

计算与语言 · 计算机科学 2024-10-15 Hovhannes Tamoyan , Hendrik Schuff , Iryna Gurevych

We present MeetDot, a videoconferencing system with live translation captions overlaid on screen. The system aims to facilitate conversation between people who speak different languages, thereby reducing communication barriers between…

Large language models (LLMs), such as ChatGPT, have demonstrated outstanding performance in various fields, particularly in natural language understanding and generation tasks. In complex application scenarios, users tend to engage in…

人工智能 · 计算机科学 2023-08-11 Pan Liang , Danwei Ye , Zihao Zhu , Yunchao Wang , Wang Xia , Ronghua Liang , Guodao Sun

Collecting human-chatbot dialogues typically demands substantial manual effort and is time-consuming, which limits and poses challenges for research on conversational AI. In this work, we propose DialogueForge - a framework for generating…

计算与语言 · 计算机科学 2025-07-22 Ruizhe Zhu , Hao Zhu , Yaxuan Li , Syang Zhou , Shijing Cai , Malgorzata Lazuka , Elliott Ash

While conversing with chatbots, humans typically tend to ask many questions, a significant portion of which can be answered by referring to large-scale knowledge graphs (KG). While Question Answering (QA) and dialog systems have been…

计算与语言 · 计算机科学 2018-10-05 Amrita Saha , Vardaan Pahuja , Mitesh M. Khapra , Karthik Sankaranarayanan , Sarath Chandar

Large language models (LLMs) increasingly serve as educational tools, yet evaluating their teaching capabilities remains challenging due to the resource-intensive, context-dependent, and methodologically complex nature of teacher-student…

人工智能 · 计算机科学 2025-08-01 Yao Shi , Rongkeng Liang , Yong Xu

Code-switching is a widespread practice among the world's multilingual majority, yet few benchmarks accurately reflect its complexity in everyday communication. We present PingPong, a benchmark for natural multi-party code-switching…

Large Language Models (LLMs) have revolutionized various industries by harnessing their power to improve productivity and facilitate learning across different fields. One intriguing application involves combining LLMs with visual models to…

人机交互 · 计算机科学 2023-12-14 Hussam Azzuni , Sharim Jamal , Abdulmotaleb Elsaddik

Mental health care poses an increasingly serious challenge to modern societies. In this context, there has been a surge in research that utilizes information technologies to address mental health problems, including those aiming to develop…

计算与语言 · 计算机科学 2024-02-21 Michimasa Inaba , Mariko Ukiyo , Keiko Takamizo