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KBQA et Liaison d'Entités
Répondre à des questions en langage naturel à l'aide de bases de connaissances structurées et lier les mentions textuelles aux entités de la base de données.
Classement
100 modèles au total
Benchmarks
WebQSP
CWQ
GrailQA
HotpotQA
MetaQA
WebQuestionsSP
MultiTQ
CWQ-sub
WebQSP-sub
Musique
WebQuestions
GraphQ
WikiSQL
KILT: AIDA-YAGO2
GENRE
Mintaka
2WikiMultihopQA
KILT: WNED-CWEB
GENRE
KILT: WNED-WIKI
GENRE
NQ*
PopQA*
ComplexWebQuestions
WikiTQ
MARS (Multimodal Analogical Reasoning dataSet)
MarT_MKGformer
Simple Questions
CronQuestions
funsd
GeoLayoutLM
LC-QuAD 1.0
HGNet (oracle entity used)
SimpleQA
SimpleQuestions
WebQuestionSP (WebQSP)
WNED-CWEB
WNED-WIKI
Complex Web Questions
CompWebQ
EC-FUNSD
Fused FiCLS and MiCLS
KQA Pro
WebQ
WIKIDiverse
Complex WebQuestions (CWQ)
ednet
SAINT+
RichpediaMEL
SimpleQuestionsWikiData
SPARKLE
WikiMEL
4-digit HS Code Full-Coverage Dataset
6-digit HS Code Test Dataset
ACE2004
AIDA
AJMC
AQUAINT
Complex WebQuestions
CWQ-QQA
English all-words WSD task
HIPE-2020
KBQA-Agent
MHERCL
MSNBC
NewsEye
SciMKG
AIDA-B
bio-ml
CoNLL-Aida
Raiman & Raiman 2018
DBLP-ACM
E-VQA
InfoSeek
MedMentions
MetaQA-3hop
MusicBrainz20K
ALMSER-GB
REDDIT-COMM
REDDIT-POSTS
Shadowlinks
Table Transformation
TAC-KBP 2010
TWEEKI
Abt-Buy
ALL
AMAZON
Amazon-Google
anatomy
BioASQ-Y/N
Complex Web Questions (CWQ)
Creak
DBLP-Scholar
ExplainCPE
FB15k
FreebaseQA
gqa
GraphVQA
Hotpot QA
IMDB-TMDB
IMDB-TVDB
largebio
M$^{3}$GQA
MAG
MedDDx-Basic
MedDDx-Expert
MedDDx-Intermediate
MedQA-US
MMLU-Med
OK-VQA
OSM-FSQ
OSM-Yelp
PRIME
PubMedQA*
QALD10-en
Rare Diseases Mentions in MIMIC-III
Rare Diseases Mentions in MIMIC-III (Text-to-UMLS)
SimpleQuestion
SimQu
T-REx
TMDB-TVDB
Walmart-Amazon
WebQSP-WD
ReFinED
WTQ
zsRE
A-OKVQA
Appendix-List
AskPatient
BioASQ Task B
CM-ERQA
confusing subset of WebQSP and CWQ
CR-LT
Diffusion
Domain-Annotated
ERQA
FB-ERQA
FIGER
ERNIE
Foursquare-Twitter
GRBENCH
GUM
HZ
IKGWQ
IMDB
Instagram-Twitter
KGQA Benchmark
Knowledge Base Web Tables
LC-QuAD
LIVE
M^3EL
Mantra-MedDRA-DE
Maru et al. (2022) benchmark
NCV
NJ
NMMEA
NQ
NQ-Wiki
PathQuestion
PFoodReq
PIT
Rare Diseases Mentions in MIMIC-III Radiology Reports (Text-to-UMLS)
SemEHR+WS (rules+BlueBERT) with tuning number of training data
RENOdeTest
Semeval-2007
Semeval-2013
Semeval-2015
Senseval-2002
Senseval-2003
SMM4H-17
Songs
Spreadsheet
STARK
Text-Annotated
TimelineKGQA
TimeQuestions
TQ-Wiki
TwADR-L
UD-ERQA
unknown
VQAv2
Web Tables
Wikidata
WikiDM
WikiDR
WIKIPerson
WQ-Freebase
XL-WSD