A Neural QA Model for DBpedia
With booming amount of information being continuously added to the internet, organising the facts becomes a very difficult task. Currently DBpedia hosts billions of such data points and corresponding relations in the RDF format.
RDF is a directed, labeled graph data format for representing information in the Web. SPARQL is a query language for RDF. SPARQL can be used to express queries across diverse data sources, whether the data is stored natively as RDF or viewed as RDF via middleware. The results of SPARQL queries can be results sets or RDF graphs. (Source : https://www.w3.org/TR/rdf-sparql-query/) Extracting data from such data sources requires a query to be made in SPARQL and the response to the query is a link that contains the information pertaining to the answer or the answer itself.
Accessing such data is difficult for a lay user, who does not know how to write a query. This proposal tries to built upon a System :( https://github.com/AKSW/NSpM/tree/master ) — which tries to make this humongous linked data available to a larger user base in their natural languages(now restricted to English) by improving, adding and amending upon the existing codebase.
The primary objective of the project being able to translate any natural language question to a valid SPARQL query.
Table containing information about the posts:
|Serial Number||Heading||Abstract||Published On||Stage Number|
|1||The Selection Day||My proposal was accepted for GSoC this year. A brief overview of my experience.||8th May 2019||Zero|
|2||Week Two||Community Bonding Period | First Meeting||19th May 2019||Zero|
|3||Week Three||Community Bonding Period | Literature Survey||30th May 2019||Zero|
|4||Stage 0 Report||Community Bonding Period | Stage Completition Report||30th May 2019||Zero|
|5||Week Four&Five||Stage 1 & 2| The Coding Begins||11th June 2019||One & Two|
|6||Week Six||Stage 3 | Code Crusade Week||22nd June 2019||Three|
|7||Week Seven||Stage 3 | Looking Beyond||25th June 2019||Three|
|8||Week Eight&Nine||Stage 4 | Hard Week, Slow performance gains||9th July 2019||Four|
|9||Week Ten&Eleven||Stage 5 | Attention||23rd July 2019||Five|
|10||Week Twelve&Thirteen||Stage 6 | Grid Search||12th August 2019||Six|
|11||Week Forteen&Fiteen||Stage 7 | The Results||23rd August 2019||Seven|
|12||Final Report||Stage 7 | Final Report||23rd August 2019||Seven|