Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task
Paper • 1809.08887 • Published • 2
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department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: How many heads of the departments are older than 56 ? | department : department_id , name , creation , ranking , budget_in... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: List the name, born state and age of the heads of departments ordered by age. | department : department_id , name , creati... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: List the creation year, name and budget of each department. | department : department_id , name , creation , ranking , bud... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the maximum and minimum budget of the departments? | department : department_id , name , creation , ranking , bud... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What is the average number of employees of the departments whose rank is between 10 and 15? | department : department_id ,... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the names of the heads who are born outside the California state? | department : department_id , name , creation ... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the distinct creation years of the departments managed by a secretary born in state 'Alabama'? | department : dep... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the names of the states where at least 3 heads were born? | department : department_id , name , creation , rankin... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: In which year were most departments established? | department : department_id , name , creation , ranking , budget_in_bill... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Show the name and number of employees for the departments managed by heads whose temporary acting value is 'Yes'? | depart... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: How many acting statuses are there? | department : department_id , name , creation , ranking , budget_in_billions , num_em... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: How many departments are led by heads who are not mentioned? | department : department_id , name , creation , ranking , bu... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the distinct ages of the heads who are acting? | department : department_id , name , creation , ranking , budget_... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: List the states where both the secretary of 'Treasury' department and the secretary of 'Homeland Security' were born. | de... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Which department has more than 1 head at a time? List the id, name and the number of heads. | department : department_id ,... |
department_management | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Which head's name has the substring 'Ha'? List the id and name. | department : department_id , name , creation , ranking ,... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: How many farms are there? | city : city_id , official_name , status , area_km_2 , population , census_ranking | farm : far... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Count the number of farms. | city : city_id , official_name , status , area_km_2 , population , census_ranking | farm : fa... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: List the total number of horses on farms in ascending order. | city : city_id , official_name , status , area_km_2 , popul... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What is the total horses record for each farm, sorted ascending? | city : city_id , official_name , status , area_km_2 , p... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the hosts of competitions whose theme is not "Aliens"? | city : city_id , official_name , status , area_km_2 , po... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Return the hosts of competitions for which the theme is not Aliens? | city : city_id , official_name , status , area_km_2 ... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the themes of farm competitions sorted by year in ascending order? | city : city_id , official_name , status , ar... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Return the themes of farm competitions, sorted by year ascending. | city : city_id , official_name , status , area_km_2 , ... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What is the average number of working horses of farms with more than 5000 total number of horses? | city : city_id , offic... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Give the average number of working horses on farms with more than 5000 total horses. | city : city_id , official_name , st... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the maximum and minimum number of cows across all farms. | city : city_id , official_name , status , area_km_2 , ... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Return the maximum and minimum number of cows across all farms. | city : city_id , official_name , status , area_km_2 , po... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: How many different statuses do cities have? | city : city_id , official_name , status , area_km_2 , population , census_ra... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Count the number of different statuses. | city : city_id , official_name , status , area_km_2 , population , census_rankin... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: List official names of cities in descending order of population. | city : city_id , official_name , status , area_km_2 , p... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the official names of cities, ordered descending by population? | city : city_id , official_name , status , area_... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: List the official name and status of the city with the largest population. | city : city_id , official_name , status , are... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What is the official name and status of the city with the most residents? | city : city_id , official_name , status , area... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Show the years and the official names of the host cities of competitions. | city : city_id , official_name , status , area... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Give the years and official names of the cities of each competition. | city : city_id , official_name , status , area_km_2... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Show the official names of the cities that have hosted more than one competition. | city : city_id , official_name , statu... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the official names of cities that have hosted more than one competition? | city : city_id , official_name , statu... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Show the status of the city that has hosted the greatest number of competitions. | city : city_id , official_name , status... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What is the status of the city that has hosted the most competitions? | city : city_id , official_name , status , area_km_... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Please show the themes of competitions with host cities having populations larger than 1000. | city : city_id , official_n... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the themes of competitions that have corresponding host cities with more than 1000 residents? | city : city_id , ... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Please show the different statuses of cities and the average population of cities with each status. | city : city_id , off... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the statuses and average populations of each city? | city : city_id , official_name , status , area_km_2 , popula... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Please show the different statuses, ordered by the number of cities that have each. | city : city_id , official_name , sta... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Return the different statuses of cities, ascending by frequency. | city : city_id , official_name , status , area_km_2 , p... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: List the most common type of Status across cities. | city : city_id , official_name , status , area_km_2 , population , ce... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What is the most common status across all cities? | city : city_id , official_name , status , area_km_2 , population , cen... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: List the official names of cities that have not held any competition. | city : city_id , official_name , status , area_km_... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the official names of cities that have not hosted a farm competition? | city : city_id , official_name , status ,... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Show the status shared by cities with population bigger than 1500 and smaller than 500. | city : city_id , official_name ,... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Which statuses correspond to both cities that have a population over 1500 and cities that have a population lower than 500... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Find the official names of cities with population bigger than 1500 or smaller than 500. | city : city_id , official_name ,... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the official names of cities that have population over 1500 or less than 500? | city : city_id , official_name , ... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Show the census ranking of cities whose status are not "Village". | city : city_id , official_name , status , area_km_2 , ... |
farm | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the census rankings of cities that do not have the status "Village"? | city : city_id , official_name , status , ... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: which course has most number of registered students? | addresses : address_id , line_1 , line_2 , city , zip_postcode , st... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What is the name of the course with the most registered students? | addresses : address_id , line_1 , line_2 , city , zip_... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: what is id of students who registered some courses but the least number of courses in these students? | addresses : addres... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the ids of the students who registered for some courses but had the least number of courses for all students? | a... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: what are the first name and last name of all candidates? | addresses : address_id , line_1 , line_2 , city , zip_postcode ... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the first and last names of all the candidates? | addresses : address_id , line_1 , line_2 , city , zip_postcode ... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: List the id of students who never attends courses? | addresses : address_id , line_1 , line_2 , city , zip_postcode , stat... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the ids of every student who has never attended a course? | addresses : address_id , line_1 , line_2 , city , zi... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: List the id of students who attended some courses? | addresses : address_id , line_1 , line_2 , city , zip_postcode , stat... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the ids of all students who have attended at least one course? | addresses : address_id , line_1 , line_2 , city ... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the ids of all students for courses and what are the names of those courses? | addresses : address_id , line_1 , ... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What is detail of the student who most recently registered course? | addresses : address_id , line_1 , line_2 , city , zip... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What details do we have on the students who registered for courses most recently? | addresses : address_id , line_1 , line... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: How many students attend course English? | addresses : address_id , line_1 , line_2 , city , zip_postcode , state_province... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: How many students are attending English courses? | addresses : address_id , line_1 , line_2 , city , zip_postcode , state_... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: How many courses do the student whose id is 171 attend? | addresses : address_id , line_1 , line_2 , city , zip_postcode ,... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: How many courses does the student with id 171 actually attend? | addresses : address_id , line_1 , line_2 , city , zip_pos... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Find id of the candidate whose email is stanley.monahan@example.org? | addresses : address_id , line_1 , line_2 , city , z... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What is the id of the candidate whose email is stanley.monahan@example.org? | addresses : address_id , line_1 , line_2 , c... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Find id of the candidate who most recently accessed the course? | addresses : address_id , line_1 , line_2 , city , zip_po... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What is the id of the candidate who most recently accessed the course? | addresses : address_id , line_1 , line_2 , city ,... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What is detail of the student who registered the most number of courses? | addresses : address_id , line_1 , line_2 , city... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the details of the student who registered for the most number of courses? | addresses : address_id , line_1 , lin... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: List the id of students who registered some courses and the number of their registered courses? | addresses : address_id ,... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: For every student who is registered for some course, how many courses are they registered for? | addresses : address_id , ... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: How many registed students do each course have? List course name and the number of their registered students? | addresses ... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: For each course id, how many students are registered and what are the course names? | addresses : address_id , line_1 , li... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Find id of candidates whose assessment code is "Pass"? | addresses : address_id , line_1 , line_2 , city , zip_postcode , ... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the ids of the candidates that have an outcome code of Pass? | addresses : address_id , line_1 , line_2 , city , ... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Find the cell mobile number of the candidates whose assessment code is "Fail"? | addresses : address_id , line_1 , line_2 ... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the cell phone numbers of the candidates that received an assessment code of "Fail"? | addresses : address_id , l... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the id of students who registered course 301? | addresses : address_id , line_1 , line_2 , city , zip_postcode , ... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the ids of the students who registered for course 301? | addresses : address_id , line_1 , line_2 , city , zip_po... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What is the id of the student who most recently registered course 301? | addresses : address_id , line_1 , line_2 , city ,... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the ids of the students who registered for course 301 most recently? | addresses : address_id , line_1 , line_2 ,... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Find distinct cities of addresses of people? | addresses : address_id , line_1 , line_2 , city , zip_postcode , state_prov... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the different cities where people live? | addresses : address_id , line_1 , line_2 , city , zip_postcode , state_... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: Find distinct cities of address of students? | addresses : address_id , line_1 , line_2 , city , zip_postcode , state_prov... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the different cities where students live? | addresses : address_id , line_1 , line_2 , city , zip_postcode , stat... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: List the names of courses in alphabetical order? | addresses : address_id , line_1 , line_2 , city , zip_postcode , state_... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the names of the courses in alphabetical order? | addresses : address_id , line_1 , line_2 , city , zip_postcode ... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: List the first names of people in alphabetical order? | addresses : address_id , line_1 , line_2 , city , zip_postcode , s... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the first names of the people in alphabetical order? | addresses : address_id , line_1 , line_2 , city , zip_post... |
student_assessment | Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
### Instruction:
Convert text to sql: What are the id of students who registered courses or attended courses? | addresses : address_id , line_1 , line_2 , city ... |
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Dataset Card for Spider Context Instruct
Dataset Summary
Spider is a large-scale complex and cross-domain semantic parsing and text-to-SQL dataset annotated by 11 Yale students The goal of the Spider challenge is to develop natural language interfaces to cross-domain databases.
This dataset was created to finetune LLMs in a ### Instruction: and ### Response: format with database context.
Yale Lily Spider Leaderboards
The leaderboard can be seen at https://yale-lily.github.io/spider
Languages
The text in the dataset is in English.
Licensing Information
The spider dataset is licensed under the CC BY-SA 4.0
Citation
@article{yu2018spider,
title={Spider: A large-scale human-labeled dataset for complex and cross-domain semantic parsing and text-to-sql task},
author={Yu, Tao and Zhang, Rui and Yang, Kai and Yasunaga, Michihiro and Wang, Dongxu and Li, Zifan and Ma, James and Li, Irene and Yao, Qingning and Roman, Shanelle and others},
journal={arXiv preprint arXiv:1809.08887},
year={2018}
}
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