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The fundamental goal of the Text-to-SQL task is to translate natural language question into SQL query. Current research primarily emphasizes the information coupling between natural language questions and schemas, and significant progress…

Computation and Language · Computer Science 2024-01-01 Jiawen Yi , Guo Chen

We introduce the first system towards the novel task of answering complex multisentence recommendation questions in the tourism domain. Our solution uses a pipeline of two modules: question understanding and answering. For question…

Computation and Language · Computer Science 2020-09-30 Danish Contractor , Barun Patra , Mausam Singla , Parag Singla

The act of explaining across two parties is a feedback loop, where one provides information on what needs to be explained and the other provides an explanation relevant to this information. We apply a reinforcement learning framework which…

Machine Learning · Computer Science 2020-07-20 Arnold YS Yeung , Shalmali Joshi , Joseph Jay Williams , Frank Rudzicz

Conversational question answering (ConvQA) is a convenient means of searching over RDF knowledge graphs (KGs), where a prevalent approach is to translate natural language questions to SPARQL queries. However, SPARQL has certain…

Computation and Language · Computer Science 2024-12-30 Rishiraj Saha Roy , Chris Hinze , Joel Schlotthauer , Farzad Naderi , Viktor Hangya , Andreas Foltyn , Luzian Hahn , Fabian Kuech

Advances in natural language processing tasks have gained momentum in recent years due to the increasingly popular neural network methods. In this paper, we explore deep learning techniques for answering multi-step reasoning questions that…

Computation and Language · Computer Science 2018-03-23 Till Haug , Octavian-Eugen Ganea , Paulina Grnarova

Question answering over knowledge bases (KB-QA) poses challenges in handling complex questions that need to be decomposed into sub-questions. An important case, addressed here, is that of temporal questions, where cues for temporal…

Information Retrieval · Computer Science 2021-01-26 Zhen Jia , Abdalghani Abujabal , Rishiraj Saha Roy , Jannik Stroetgen , Gerhard Weikum

Neural models have achieved significant results on the text-to-SQL task, in which most current work assumes all the input questions are legal and generates a SQL query for any input. However, in the real scenario, users can input any text…

Computation and Language · Computer Science 2020-10-27 Yusen Zhang , Xiangyu Dong , Shuaichen Chang , Tao Yu , Peng Shi , Rui Zhang

Converting text into the structured query language (Text2SQL) is a research hotspot in the field of natural language processing (NLP), which has broad application prospects. In the era of big data, the use of databases has penetrated all…

Computation and Language · Computer Science 2023-05-19 Ran Shen , Gang Sun , Hao Shen , Yiling Li , Liangfeng Jin , Han Jiang

Software model checking constitutes an undecidable problem and, as such, even an ideal tool will in some cases fail to give a conclusive answer. In practice, software model checkers fail often and usually do not provide any information on…

Software Engineering · Computer Science 2017-08-21 Rodrigo Castaño , Victor Braberman , Diego Garbervetsky , Sebastian Uchitel

In today's world, Web applications play a very important role in individual life as well as in any country's development. Web applications have gone through a very rapid growth in the recent years and their adoption is moving faster than…

Cryptography and Security · Computer Science 2013-06-18 Diallo Abdoulaye Kindy , Al-Sakib Khan Pathan

When users initiate search sessions, their queries are often unclear or might lack of context; this resulting in inefficient document ranking. Multiple approaches have been proposed by the Information Retrieval community to add context and…

Information Retrieval · Computer Science 2022-06-01 Pierre Erbacher , Ludovic Denoyer , Laure Soulier

Recent advancements in Text-to-SQL have pushed database management systems towards greater democratization of data access. Today's language models are at the core of these advancements. They enable impressive Text-to-SQL generation as…

Computation and Language · Computer Science 2024-06-19 Karime Maamari , Amine Mhedhbi

Motivated by cloud security concerns, there is an increasing interest in database systems that can store and support queries over encrypted data. A common architecture for such systems is to use a trusted component such as a cryptographic…

Databases · Computer Science 2013-12-17 Arvind Arasu , Raghav Kaushik

The task of multi-turn text-to-SQL semantic parsing aims to translate natural language utterances in an interaction into SQL queries in order to answer them using a database which normally contains multiple table schemas. Previous studies…

Computation and Language · Computer Science 2020-12-10 Run-Ze Wang , Zhen-Hua Ling , Jing-Bo Zhou , Yu Hu

Any system which performs goal-directed continual learning must not only learn incrementally but process and absorb information incrementally. Such a system also has to understand when its goals have been achieved. In this paper, we…

Computation and Language · Computer Science 2019-01-16 Samira Abnar , Tania Bedrax-weiss , Tom Kwiatkowski , William W. Cohen

A significant amount of information in today's world is stored in structured and semi-structured knowledge bases. Efficient and simple methods to query them are essential and must not be restricted to only those who have expertise in formal…

Computation and Language · Computer Science 2019-05-31 Aishwarya Kamath , Rajarshi Das

A goal shared by artificial intelligence and information retrieval is to create an oracle, that is, a machine that can answer our questions, no matter how difficult they are. A more limited, but still instrumental, version of this oracle is…

Information Retrieval · Computer Science 2019-08-20 Rodrigo Nogueira

Multi-hop QA requires the machine to answer complex questions through finding multiple clues and reasoning, and provide explanatory evidence to demonstrate the machine reasoning process. We propose Relation Extractor-Reader and Comparator…

Computation and Language · Computer Science 2021-10-27 Ruiliu Fu , Han Wang , Xuejun Zhang , Jun Zhou , Yonghong Yan

Relational databases play an important role in business, science, and more. However, many users cannot fully unleash the analytical power of relational databases, because they are not familiar with database languages such as SQL. Many…

Databases · Computer Science 2024-01-08 Yuan Tian , Zheng Zhang , Zheng Ning , Toby Jia-Jun Li , Jonathan K. Kummerfeld , Tianyi Zhang

Exploratory data analysis tools must respond quickly to a user's questions, so that the answer to one question (e.g. a visualized histogram or fit) can influence the next. In some SQL-based query systems used in industry, even very large…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-11-09 Jim Pivarski , David Lange , Thanat Jatuphattharachat
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