Please use this identifier to cite or link to this item:
https://hdl.handle.net/10316/115592
DC Field | Value | Language |
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dc.contributor.author | Faria, Bruno | - |
dc.contributor.author | Perdigão, Dylan | - |
dc.contributor.author | Oliveira, Hugo Gonçalo | - |
dc.date.accessioned | 2024-07-16T21:50:51Z | - |
dc.date.available | 2024-07-16T21:50:51Z | - |
dc.date.issued | 2023-10-15 | - |
dc.identifier.uri | https://hdl.handle.net/10316/115592 | - |
dc.description.abstract | This paper explores GPT-3 for answering natural language questions over Linked Data. Different engines of the model and different approaches are adopted for answering questions in the QALD-9 dataset, namely: zero and few-shot SPARQL generation, as well as fine-tuning in the training portion of the dataset. Answers retrieved by the generated queries and answers generated directly by the model are also compared. Overall results are generally poor, but several insights are provided on using GPT-3 for the proposed task. | pt |
dc.language.iso | eng | pt |
dc.publisher | Schloss Dagstuhl – Leibniz-Zentrum für Informatik | pt |
dc.relation | C645008882-00000055 | pt |
dc.rights | openAccess | pt |
dc.subject | SPARQL Generation | pt |
dc.subject | Prompt Engineering | pt |
dc.subject | Few-Shot Learning | pt |
dc.subject | Question Answering | pt |
dc.subject | GPT-3 | pt |
dc.title | Question Answering over Linked Data with GPT-3 | pt |
dc.type | bookPart | pt |
degois.publication.firstPage | 1 | pt |
degois.publication.lastPage | 15 | pt |
degois.publication.location | 12th Symposium on Languages, Applications and Technologies (SLATE 2023) | pt |
degois.publication.title | Open Access Series in Informatics (OASIcs) | pt |
dc.relation.publisherversion | https://drops.dagstuhl.de/entities/document/10.4230/OASIcs.SLATE.2023.1 | pt |
dc.peerreviewed | yes | pt |
dc.identifier.doi | 10.4230/OASIcs.SLATE.2023.1 | pt |
degois.publication.volume | 113 | pt |
dc.date.embargo | 2023-10-15 | * |
uc.date.periodoEmbargo | 0 | pt |
item.openairetype | bookPart | - |
item.fulltext | Com Texto completo | - |
item.languageiso639-1 | en | - |
item.grantfulltext | open | - |
item.cerifentitytype | Publications | - |
item.openairecristype | http://purl.org/coar/resource_type/c_18cf | - |
crisitem.author.researchunit | CISUC - Centre for Informatics and Systems of the University of Coimbra | - |
crisitem.author.parentresearchunit | Faculty of Sciences and Technology | - |
crisitem.author.orcid | 0000-0001-6923-900X | - |
Appears in Collections: | FCTUC Eng.Informática - Livros e Capítulos de Livros |
Files in This Item:
File | Description | Size | Format | |
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OASIcs.SLATE.2023.1.pdf | 1.63 MB | Adobe PDF | View/Open |
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