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Aggregating responses from crowd workers is a fundamental task in the process of crowdsourcing. In cases where a few experts are overwhelmed by a large number of non-experts, most answer aggregation algorithms such as the majority voting…

社会与信息网络 · 计算机科学 2021-11-10 Yasushi Kawase , Yuko Kuroki , Atsushi Miyauchi

Data labeling is a necessary but often slow process that impedes the development of interactive systems for modern data analysis. Despite rising demand for manual data labeling, there is a surprising lack of work addressing its high and…

数据库 · 计算机科学 2015-09-22 Daniel Haas , Jiannan Wang , Eugene Wu , Michael J. Franklin

A large majority of American adults get at least some of their news from the Internet. Even though many online news products have the goal of informing their users about the news, they lack scalable and reliable tools for measuring how well…

计算与语言 · 计算机科学 2021-02-19 Adam D. Lelkes , Vinh Q. Tran , Cong Yu

This paper is an empirical study of the distributed deep learning for question answering subtasks: answer selection and question classification. Comparison studies of SGD, MSGD, ADADELTA, ADAGRAD, ADAM/ADAMAX, RMSPROP, DOWNPOUR and…

机器学习 · 计算机科学 2016-08-05 Minwei Feng , Bing Xiang , Bowen Zhou

There has been an increased focus on creating conversational open-domain dialogue systems in the spoken dialogue community. Unlike traditional dialogue systems, these conversational systems cannot assume any specific information need or…

计算与语言 · 计算机科学 2023-03-10 Kevin K. Bowden , Marilyn Walker

Allowing members of the crowd to propose novel microtasks for one another is an effective way to combine the efficiencies of traditional microtask work with the inventiveness and hypothesis generation potential of human workers. However,…

人机交互 · 计算机科学 2020-12-23 Abigail Hotaling , James P. Bagrow

Many Internet of Things (IoT) devices have voice user interfaces (VUIs). One of the most popular VUIs is Amazon's Alexa, which supports more than 47,000 third-party applications ("skills"). We study how Alexa's integration of these skills…

人机交互 · 计算机科学 2019-11-01 David J. Major , Danny Yuxing Huang , Marshini Chetty , Nick Feamster

Can large language models assist in data discovery? Data discovery predominantly happens via search on a data portal or the web, followed by assessment of the dataset to ensure it is fit for the intended purpose. The ability of…

人机交互 · 计算机科学 2024-02-01 Johanna Walker , Elisavet Koutsiana , Joe Massey , Gefion Thuermer , Elena Simperl

Information-seeking conversation, which aims to help users gather information through conversation, has achieved great progress in recent years. However, the research is still stymied by the scarcity of training data. To alleviate this…

计算与语言 · 计算机科学 2023-08-15 Siheng Li , Cheng Yang , Yichun Yin , Xinyu Zhu , Zesen Cheng , Lifeng Shang , Xin Jiang , Qun Liu , Yujiu Yang

The irreplaceable key to the triumph of Question & Answer (Q&A) platforms is their users providing high-quality answers to the challenging questions posted across various topics of interest. From more than a decade, the expert finding…

计算机与社会 · 计算机科学 2023-06-28 Sofia Strukova , José A. Ruipérez-Valiente , Félix Gómez Mármol

Today's Web of Data is noisy. Linked Data often needs extensive preprocessing to enable efficient use of heterogeneous resources. While consistent and valid data provides the key to efficient data processing and aggregation we are facing…

信息检索 · 计算机科学 2012-04-13 Magnus Knuth , Johannes Hercher , Harald Sack

AI and generative AI tools, including chatbots like ChatGPT that rely on large language models (LLMs), have burst onto the scene this year, creating incredible opportunities to increase work productivity and improve our lives. Statisticians…

计算与语言 · 计算机科学 2024-03-27 Mark Glickman , Yi Zhang

With over 20 million units sold since 2015, Amazon Echo, the Alexa-enabled smart speaker developed by Amazon, is probably one of the most widely deployed Internet of Things consumer devices. Despite the very large installed base,…

网络与互联网体系结构 · 计算机科学 2021-08-24 Jan Janak , Teresa Tseng , Aliza Isaacs , Henning Schulzrinne

The utilization of conversational AI systems by leveraging Retrieval Augmented Generation (RAG) techniques to solve customer problems has been on the rise with the rapid progress of Large Language Models (LLMs). However, the absence of a…

计算与语言 · 计算机科学 2025-10-10 Md Tahmid Rahman Laskar , Julien Bouvier Tremblay , Xue-Yong Fu , Cheng Chen , Shashi Bhushan TN

Linguistic resources can be populated with data through the use of such approaches as crowdsourcing and gamification when motivated people are involved. However, current crowdsourcing genre taxonomies lack the concept of cooperation, which…

社会与信息网络 · 计算机科学 2017-04-25 Dmitry Ustalov

We publicly release a new large-scale dataset, called SearchQA, for machine comprehension, or question-answering. Unlike recently released datasets, such as DeepMind CNN/DailyMail and SQuAD, the proposed SearchQA was constructed to reflect…

计算与语言 · 计算机科学 2017-06-13 Matthew Dunn , Levent Sagun , Mike Higgins , V. Ugur Guney , Volkan Cirik , Kyunghyun Cho

This paper investigates the potential of AI models, particularly large language models (LLMs), to support knowledge exploration and augment human creativity during ideation. We present "Latent Lab" an interactive tool for discovering…

人工智能 · 计算机科学 2023-11-23 Kevin Dunnell , Trudy Painter , Andrew Stoddard , Andy Lippman

Community Question Answering (CQA) websites can be claimed as the most major venues for knowledge sharing, and the most effective way of exchanging knowledge at present. Considering that massive amount of users are participating online and…

信息检索 · 计算机科学 2018-10-29 Chaoran Huang , Lina Yao , Xianzhi Wang , Boualem Benatallah , Xiang Zhang

Building dialog agents that can converse naturally with humans is a challenging yet intriguing problem of artificial intelligence. In open-domain human-computer conversation, where the conversational agent is expected to respond to human…

人工智能 · 计算机科学 2018-02-13 Tom Young , Erik Cambria , Iti Chaturvedi , Minlie Huang , Hao Zhou , Subham Biswas

Large language models (LLMs) are remarkable data annotators. They can be used to generate high-fidelity supervised training data, as well as survey and experimental data. With the widespread adoption of LLMs, human gold--standard…

计算与语言 · 计算机科学 2023-06-14 Veniamin Veselovsky , Manoel Horta Ribeiro , Robert West