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As the use of technology increases and data analysis becomes integral in many businesses, the ability to quickly access and interpret data has become more important than ever. Information retrieval technologies are being utilized by…

计算与语言 · 计算机科学 2018-07-03 Aliaksei Vertsel , Mikhail Rumiantsau

Information-seeking dialogues span a wide range of questions, from simple factoid to complex queries that require exploring multiple facets and viewpoints. When performing exploratory searches in unfamiliar domains, users may lack…

信息检索 · 计算机科学 2024-10-30 Weronika Łajewska , Krisztian Balog , Damiano Spina , Johanne Trippas

The problem of Natural Language Query Formalization (NLQF) is to translate a given user query in natural language (NL) into a formal language so that the semantic interpretation has equivalence with the NL interpretation. Formalization of…

计算与语言 · 计算机科学 2013-12-30 Sourish Dasgupta , Rupali KaPatel , Ankur Padia , Kushal Shah

Question answering (QA) systems provide a way of querying the information available in various formats including, but not limited to, unstructured and structured data in natural languages. It constitutes a considerable part of…

计算与语言 · 计算机科学 2021-06-04 Munazza Zaib , Wei Emma Zhang , Quan Z. Sheng , Adnan Mahmood , Yang Zhang

The usage and amount of information available on the internet increase over the past decade. This digitization leads to the need for automated answering system to extract fruitful information from redundant and transitional knowledge…

计算与语言 · 计算机科学 2022-02-03 Hariom A. Pandya , Brijesh S. Bhatt

With the rise of large-scale pre-trained language models, open-domain question-answering (ODQA) has become an important research topic in NLP. Based on the popular pre-training fine-tuning approach, we posit that an additional in-domain…

计算与语言 · 计算机科学 2022-05-03 Patrick Huber , Armen Aghajanyan , Barlas Oğuz , Dmytro Okhonko , Wen-tau Yih , Sonal Gupta , Xilun Chen

Understanding search queries is a hard problem as it involves dealing with "word salad" text ubiquitously issued by users. However, if a query resembles a well-formed question, a natural language processing pipeline is able to perform more…

计算与语言 · 计算机科学 2018-08-29 Manaal Faruqui , Dipanjan Das

Generalization to out of distribution tasks in reinforcement learning is a challenging problem. One successful approach improves generalization by conditioning policies on task or environment descriptions that provide information about the…

机器学习 · 计算机科学 2022-05-27 Kolby Nottingham , Alekhya Pyla , Sameer Singh , Roy Fox

Question Answering (QA), as a research field, has primarily focused on either knowledge bases (KBs) or free text as a source of knowledge. These two sources have historically shaped the kinds of questions that are asked over these sources,…

计算与语言 · 计算机科学 2019-02-26 Igor Labutov , Bishan Yang , Anusha Prakash , Amos Azaria

With large language models (LLMs), conversational search engines shift how users retrieve information from the web by enabling natural conversations to express their search intents over multiple turns. Users' natural conversation embodies…

人机交互 · 计算机科学 2024-07-19 Hyunwoo Kim , Yoonseo Choi , Taehyun Yang , Honggu Lee , Chaneon Park , Yongju Lee , Jin Young Kim , Juho Kim

Datasets extracted from social networks and online forums are often prone to the pitfalls of natural language, namely the presence of unstructured and noisy data. In this work, we seek to enable the collection of high-quality…

计算与语言 · 计算机科学 2020-11-11 Rachel Gardner , Maya Varma , Clare Zhu , Ranjay Krishna

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

Large Language Models (LLMs) are increasingly used to query knowledge graphs (KGs) due to their strong semantic understanding and extrapolation capabilities compared to traditional approaches. However, these methods cannot be applied when…

信息检索 · 计算机科学 2025-12-05 Mauro Dalle Lucca Tosi , Jordi Cabot

Shopping online is more and more frequent in our everyday life. For e-commerce search systems, understanding natural language coming through voice assistants, chatbots or from conversational search is an essential ability to understand what…

信息检索 · 计算机科学 2023-02-14 Andrea Papenmeier , Dagmar Kern , Daniel Hienert , Alfred Sliwa , Ahmet Aker , Norbert Fuhr

With the steady emergence of community question answering (CQA) platforms like Quora, StackExchange, and WikiHow, users now have an unprecedented access to information on various kind of queries and tasks. Moreover, the rapid proliferation…

计算与语言 · 计算机科学 2022-12-20 Sebastin Santy , Prasanta Bhattacharya , Rishabh Mehrotra

Question answering and conversational systems are often baffled and need help clarifying certain ambiguities. However, limitations of existing datasets hinder the development of large-scale models capable of generating and utilising…

计算与语言 · 计算机科学 2020-06-12 Vaibhav Kumar , Alan W. black

In community question answering (cQA) platforms like Stack Overflow, related question retrieval is recognized as a fundamental task that allows users to retrieve related questions to answer user queries automatically. Although many…

信息检索 · 计算机科学 2026-04-28 Xiao Ao , Jie Zou , Yibiao Wei , Peng Wang , Weikang Guo

Knowledge graph question answering (KGQA) facilitates information access by leveraging structured data without requiring formal query language expertise from the user. Instead, users can express their information needs by simply asking…

信息检索 · 计算机科学 2022-05-26 Trond Linjordet , Krisztian Balog

There is often a fundamental mismatch between programmable privacy frameworks, on the one hand, and the ever shifting privacy expectations of computer system users, on the other hand. Based on the theory of contextual integrity (CI), our…

Privacy policies are long and complex documents that are difficult for users to read and understand, and yet, they have legal effects on how user data is collected, managed and used. Ideally, we would like to empower users to inform…

计算与语言 · 计算机科学 2019-11-05 Abhilasha Ravichander , Alan W Black , Shomir Wilson , Thomas Norton , Norman Sadeh