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Asking clarifying questions in response to search queries has been recognized as a useful technique for revealing the underlying intent of the query. Clarification has applications in retrieval systems with different interfaces, from the…

Recent work in semantic parsing for question answering has focused on long and complicated questions, many of which would seem unnatural if asked in a normal conversation between two humans. In an effort to explore a conversational QA…

计算与语言 · 计算机科学 2016-11-07 Mohit Iyyer , Wen-tau Yih , Ming-Wei Chang

Stack Overflow and other similar forums are used commonly by developers to seek answers for their software development as well as privacy-related concerns. Recently, ChatGPT has been used as an alternative to generate code or produce…

软件工程 · 计算机科学 2024-06-13 Zack Delile , Sean Radel , Joe Godinez , Garrett Engstrom , Theo Brucker , Kenzie Young , Sepideh Ghanavati

Existing studies on semantic parsing focus primarily on mapping a natural-language utterance to a corresponding logical form in one turn. However, because natural language can contain a great deal of ambiguity and variability, this is a…

计算与语言 · 计算机科学 2022-03-29 Lingbo Mo , Ashley Lewis , Huan Sun , Michael White

Readers of academic research papers often read with the goal of answering specific questions. Question Answering systems that can answer those questions can make consumption of the content much more efficient. However, building such tools…

计算与语言 · 计算机科学 2021-05-10 Pradeep Dasigi , Kyle Lo , Iz Beltagy , Arman Cohan , Noah A. Smith , Matt Gardner

Humans gather information by engaging in conversations involving a series of interconnected questions and answers. For machines to assist in information gathering, it is therefore essential to enable them to answer conversational questions.…

计算与语言 · 计算机科学 2019-04-02 Siva Reddy , Danqi Chen , Christopher D. Manning

Currently, personal assistant systems, run on smartphones and use natural language interfaces. However, these systems rely mostly on the web for finding information. Mobile and wearable devices can collect an enormous amount of contextual…

人机交互 · 计算机科学 2016-11-23 Reza Rawassizadeh , Chelsea Dobbins , Manouchehr Nourizadeh , Zahra Ghamchili , Michael Pazzani

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

We present a novel method for obtaining high-quality, domain-targeted multiple choice questions from crowd workers. Generating these questions can be difficult without trading away originality, relevance or diversity in the answer options.…

人机交互 · 计算机科学 2017-07-20 Johannes Welbl , Nelson F. Liu , Matt Gardner

We present two new large-scale datasets aimed at evaluating systems designed to comprehend a natural language query and extract its answer from a large corpus of text. The Quasar-S dataset consists of 37000 cloze-style (fill-in-the-gap)…

计算与语言 · 计算机科学 2017-08-10 Bhuwan Dhingra , Kathryn Mazaitis , William W. Cohen

In this paper, we are interested in developing semantic parsers which understand natural language questions embedded in a conversation with a user and ground them to formal queries over definitions in a general purpose knowledge graph (KG)…

计算与语言 · 计算机科学 2023-01-31 Laura Perez-Beltrachini , Parag Jain , Emilio Monti , Mirella Lapata

We present PeerQA, a real-world, scientific, document-level Question Answering (QA) dataset. PeerQA questions have been sourced from peer reviews, which contain questions that reviewers raised while thoroughly examining the scientific…

计算与语言 · 计算机科学 2025-02-20 Tim Baumgärtner , Ted Briscoe , Iryna Gurevych

Harvesting question-answer (QA) pairs from customer service chatlog in the wild is an efficient way to enrich the knowledge base for customer service chatbots in the cold start or continuous integration scenarios. Prior work attempts to…

计算与语言 · 计算机科学 2022-12-15 Xin Zheng , Tianyu Liu , Haoran Meng , Xu Wang , Yufan Jiang , Mengliang Rao , Binghuai Lin , Zhifang Sui , Yunbo Cao

To bridge the gap between the capabilities of the state-of-the-art in factoid question answering (QA) and what users ask, we need large datasets of real user questions that capture the various question phenomena users are interested in, and…

计算与语言 · 计算机科学 2019-04-11 Abdalghani Abujabal , Rishiraj Saha Roy , Mohamed Yahya , Gerhard Weikum

Question answering (QA) systems are among the most important and rapidly developing research topics in natural language processing (NLP). A reason, therefore, is that a QA system allows humans to interact more naturally with a machine,…

计算与语言 · 计算机科学 2022-09-27 Amer Farea , Zhen Yang , Kien Duong , Nadeesha Perera , Frank Emmert-Streib

In this paper, we introduce a novel framework, SIMSEEK, (Simulating information-Seeking conversation from unlabeled documents), and compare its two variants. In our baseline SIMSEEK-SYM, a questioner generates follow-up questions upon the…

计算与语言 · 计算机科学 2022-10-25 Gangwoo Kim , Sungdong Kim , Kang Min Yoo , Jaewoo Kang

Conversational assistants process personal data and must comply with data protection regulations that require providers to be transparent with users about how their data is handled. Transparency, in a legal sense, demands preciseness,…

人机交互 · 计算机科学 2025-02-04 Anna Leschanowsky , Farnaz Salamatjoo , Zahra Kolagar , Birgit Popp

Conversational agents powered by large language models (LLMs) are rapidly becoming integral to our daily interactions, generating unprecedented amounts of conversational data. Such datasets offer a powerful lens into societal interests,…

计算与语言 · 计算机科学 2025-09-23 Wentao Zhang , Woojeong Kim , Yuntian Deng

Search typically relies on keyword queries, but these are often semantically ambiguous. We propose to overcome this by offering users natural language questions, based on their keyword queries, to disambiguate their intent. This…

信息检索 · 计算机科学 2018-07-18 Heng Ding , Krisztian Balog

Community Question-Answering (CQA) portals serve as a valuable tool for helping users within an organization. However, making them accessible to non-English-speaking users continues to be a challenge. Translating questions can broaden the…