Slot Filling on KILT: T-REx

Metric: Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	Re2G	87.68	No	Re2G: Retrieve, Rerank, Generate	2022-07-13	Code
2	KGI_1	84.36	No	-	-	-
3	single ngram	83.72	No	-	-	-
4	Wikipedia	81.34	No	-	-	-
5	MetaRAG	78.66	No	-	-	-
6	KGI_0 (reupload)	77.9	No	-	-	-
7	RAG	59.2	No	-	-	-
8	BART + DPR	59.16	No	-	-	-
9	Sphere	57.02	No	-	-	-
10	DensePhrases	53.9	No	Learning Dense Representations of Phrases at Scale	2020-12-23	Code
11	10k	53.9	No	-	-	-
12	Coop. DistilBert	49.04	No	-	-	-
13	BART	45.06	No	-	-	-
14	T5-base	43.56	No	KILT: a Benchmark for Knowledge Intensive Langua...	2020-09-04	Code
15	multi-task small	19.3	No	-	-	-
16	GENRE	0.1	No	-	-	-
17	JivBest	0.02	No	-	-	-
18	TABi	0	No	-	-	-
19	chriskuei	0	No	-	-	-
20	Multi-task DPR	0	No	-	-	-

#1Re2GSOTA
87.68
Accuracy· 2022-07-13
Re2G: Retrieve, Rerank, Generate Code
#2KGI_1
84.36
Accuracy
No paper
#3single ngram
83.72
Accuracy
No paper
#4Wikipedia
81.34
Accuracy
No paper
#5MetaRAG
78.66
Accuracy
No paper
#6KGI_0 (reupload)
77.9
Accuracy
No paper
#7RAG
59.2
Accuracy
No paper
#8BART + DPR
59.16
Accuracy
No paper
#9Sphere
57.02
Accuracy
No paper
#10DensePhrasesSOTA
53.9
Accuracy· 2020-12-23
Learning Dense Representations of Phrases at Scale Code
#1110k
53.9
Accuracy
No paper
#12Coop. DistilBert
49.04
Accuracy
No paper
#13BART
45.06
Accuracy
No paper
#14T5-baseSOTA
43.56
Accuracy· 2020-09-04
KILT: a Benchmark for Knowledge Intensive Language Tasks Code
#15multi-task small
19.3
Accuracy
No paper
#16GENRE
0.1
Accuracy
No paper
#17JivBest
0.02
Accuracy
No paper
#18TABi
0
Accuracy
No paper
#19chriskuei
0
Accuracy
No paper
#20Multi-task DPR
0
Accuracy
No paper