Classification of Attributes in a Natural Language Query into Different SQL Clauses

نویسندگان

  • Ashish Palakurthi
  • Ruthu S. M
  • Arjun Akula
  • Radhika Mamidi
چکیده

Attribute information in a natural language query is one of the key features for converting a natural language query into a Structured Query Language1 (SQL) in Natural Language Interface to Database systems. In this paper, we explore the task of classifying the attributes present in a natural language query into different SQL clauses in a SQL query. In particular, we investigate the effectiveness of various features and Conditional Random Fields for this task. Our system uses a statistical classifier trained on manually prepared data. We report our results on three different domains and also show how our system can be used for generating a complete SQL query.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Structural Mapping between Natural Language Questions and SQL Queries

A core problem in data mining is to retrieve data in an easy and human friendly way. Automatically translating natural language questions into SQL queries would allow for the design of effective and useful database systems from a user viewpoint. In this thesis, we approach such problem by carrying out a mapping between natural language (NL) and SQL syntactic structures. The mapping is automatic...

متن کامل

nQuery - A Natural Language Statement to SQL Query Generator

In this research, an intelligent system is designed between the user and the database system which accepts natural language input and then converts it into an SQL query. The research focuses on incorporating complex queries along with simple queries irrespective of the database. The system accommodates aggregate functions, multiple conditions in WHERE clause, advanced clauses like ORDER BY, GRO...

متن کامل

Generating SQL Queries Using Natural Language Syntactic Dependencies and Metadata

This research concerns with translating natural language questions into SQL queries by exploiting the MySQL framework for both hypothesis construction and thesis verification in the task of question answering. We use linguistic dependencies and metadata to build sets of possible SELECT and WHERE clauses. Then we exploit again the metadata to build FROM clauses enriched with meaningful joins. Fi...

متن کامل

انتخاب مناسب‌ترین زبان پرس‌وجو برای استفاده از فرا‌‌پیوندها جهت استخراج داده‌ها در حالت دیتالوگ در سامانه پایگاه داده استنتاجی DES

Deductive Database systems are designed based on a logical data model. Data (as opposed to Relational Databases Management System (RDBMS) in which data stored in tables) are saved as facts in a Deductive Database system. Datalog Educational System (DES) is a Deductive Database system that Datalog mode is the default mode in this system. It can extract data to use outer joins with three query la...

متن کامل

Incorporating Cognitive Linguistic Insights into Classrooms: the Case of Iranian Learners’ Acquisition of If-Clauses

Cognitive linguistics gives the most inclusive, consistent description of how language is organized, used and learned to date. Cognitive linguistics contains a great number of concepts that are useful to second language learners.  If-clauses in English, on the other hand, remain intriguing for foreign language learners to struggle with, due to their intrinsic intricacies. EFL grammar books are ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2015