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Product search is one of the most popular methods for people to discover and purchase products on e-commerce websites. Because personal preferences often have an important influence on the purchase decision of each customer, it is intuitive…

Information Retrieval · Computer Science 2019-08-30 Qingyao Ai , Daniel N. Hill , S. V. N. Vishwanathan , W. Bruce Croft

The success of large language models has driven interest in developing similar speech processing capabilities. However, a key challenge is the scarcity of high-quality spontaneous speech data, as most existing datasets contain scripted…

Natural Language Processing (NLP) is increasingly used as a key ingredient in critical decision-making systems such as resume parsers used in sorting a list of job candidates. NLP systems often ingest large corpora of human text, attempting…

Computation and Language · Computer Science 2020-07-14 Esma Wali , Yan Chen , Christopher Mahoney , Thomas Middleton , Marzieh Babaeianjelodar , Mariama Njie , Jeanna Neefe Matthews

Many search systems work with large amounts of natural language data, e.g., search queries, user profiles and documents, where deep learning based natural language processing techniques (deep NLP) can be of great help. In this paper, we…

Computation and Language · Computer Science 2021-08-19 Weiwei Guo , Xiaowei Liu , Sida Wang , Michaeel Kazi , Zhoutong Fu , Huiji Gao , Jun Jia , Liang Zhang , Bo Long

Secondary analysis or the reuse of existing survey data is a common practice among social scientists. Searching for relevant datasets in Digital Libraries is a somehow unfamiliar behaviour for this community. Dataset retrieval, especially…

Digital Libraries · Computer Science 2020-10-13 Zeljko Carevic , Dwaipayan Roy , Philipp Mayr

A key distinguishing feature of conversational recommender systems over traditional recommender systems is their ability to elicit user preferences using natural language. Currently, the predominant approach to preference elicitation is to…

Information Retrieval · Computer Science 2025-04-09 Ivica Kostric , Krisztian Balog , Filip Radlinski

"Natural Language," whether spoken and attended to by humans, or processed and generated by computers, requires networked structures that reflect creative processes in semantic, syntactic, phonetic, linguistic, social, emotional, and…

Computation and Language · Computer Science 2016-06-29 Joseph Corneli , Miriam Corneli

Semantic code search is the task of retrieving relevant code given a natural language query. While related to other information retrieval tasks, it requires bridging the gap between the language used in code (often abbreviated and highly…

Machine Learning · Computer Science 2020-06-09 Hamel Husain , Ho-Hsiang Wu , Tiferet Gazit , Miltiadis Allamanis , Marc Brockschmidt

Existing datasets for natural language inference (NLI) have propelled research on language understanding. We propose a new method for automatically deriving NLI datasets from the growing abundance of large-scale question answering datasets.…

Computation and Language · Computer Science 2018-09-12 Dorottya Demszky , Kelvin Guu , Percy Liang

Audio-language models (ALMs) generate linguistic descriptions of sound-producing events and scenes. Advances in dataset creation and computational power have led to significant progress in this domain. This paper surveys 69 datasets used to…

Sound · Computer Science 2025-02-10 Gijs Wijngaard , Elia Formisano , Michele Esposito , Michel Dumontier

Legislation can be viewed as a body of prescriptive rules expressed in natural language. The application of legislation to facts of a case we refer to as statutory reasoning, where those facts are also expressed in natural language.…

Computation and Language · Computer Science 2020-08-13 Nils Holzenberger , Andrew Blair-Stanek , Benjamin Van Durme

While the rise of large language models (LLMs) has created rich new opportunities to learn about digital technology, many on the margins of this technology struggle to gain and maintain competency due to lexical or conceptual barriers that…

Computation and Language · Computer Science 2024-03-28 Evan Lucas , Kelly S. Steelman , Leo C. Ureel , Charles Wallace

Web search engines are frequently used to access information about products. This has increased in recent times with the rising popularity of e-commerce. However, there is limited understanding of what users search for and their intents…

Information Retrieval · Computer Science 2020-10-23 Nikitha Rao , Chetan Bansal , Subhabrata Mukherjee , Chandra Maddila

Privacy policy documents are long and verbose. A question answering (QA) system can assist users in finding the information that is relevant and important to them. Prior studies in this domain frame the QA task as retrieving the most…

Computation and Language · Computer Science 2020-10-07 Wasi Uddin Ahmad , Jianfeng Chi , Yuan Tian , Kai-Wei Chang

Existing argumentation datasets have succeeded in allowing researchers to develop computational methods for analyzing the content, structure and linguistic features of argumentative text. They have been much less successful in fostering…

Computation and Language · Computer Science 2019-09-26 Esin Durmus , Claire Cardie

Existing conversational systems are mostly agent-centric, which assumes the user utterances would closely follow the system ontology (for NLU or dialogue state tracking). However, in real-world scenarios, it is highly desirable that the…

Computation and Language · Computer Science 2021-09-10 Zhiyu Chen , Honglei Liu , Hu Xu , Seungwhan Moon , Hao Zhou , Bing Liu

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…

Computation and Language · Computer Science 2018-07-03 Aliaksei Vertsel , Mikhail Rumiantsau

Understanding causality has vital importance for various Natural Language Processing (NLP) applications. Beyond the labeled instances, conceptual explanations of the causality can provide deep understanding of the causal facts to facilitate…

Artificial Intelligence · Computer Science 2022-05-13 Li Du , Xiao Ding , Kai Xiong , Ting Liu , Bing Qin

Research in question answering datasets and models has gained a lot of attention in the research community. Many of them release their own question answering datasets as well as the models. There is tremendous progress that we have seen in…

Computation and Language · Computer Science 2021-12-28 Andreas Chandra , Affandy Fahrizain , Ibrahim , Simon Willyanto Laufried

Research interest in task-oriented dialogs has increased as systems such as Google Assistant, Alexa and Siri have become ubiquitous in everyday life. However, the impact of academic research in this area has been limited by the lack of…

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