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SOTA Machine Reading Comprehension benchmarks and papers with code | Wizwand
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Machine Reading Comprehension
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
RACE (test)
Human Performance (Ceiling)
RACE Accuracy (Medium)
95.4
111
1mo ago
SQuAD
Expanded Vocab
EM
89.9
58
1mo ago
SQuAD 2.0 (dev)
Retro-Reader
EM
88.8
57
1mo ago
SQuAD 2.0 (test)
Retro-Reader
EM
89.6
51
1mo ago
Molweni (test)
Human performance
EM
64.3
49
1mo ago
SQuAD 1.1 (dev)
Ours
EM
89.71
48
1mo ago
SQuAD 1.1 (test)
XLNet
EM
89.898
46
1mo ago
Daily Mail (test)
GA Reader
Accuracy
80.9
46
1mo ago
DRCD (test)
MacBERT-large
EM
91.7
45
1mo ago
DRCD (dev)
LERT
EM
91.6
45
1mo ago
RACE
Human Ceiling Performance
RACE Overall Accuracy
94.5
38
1mo ago
Daily Mail (val)
GA Reader
Accuracy
81.5
36
1mo ago
CMRC 2018 (dev)
PERT
EM
72.2
34
1mo ago
CMRC Simplified Chinese 2018 (Challenge)
PERT
EM
32.3
30
1mo ago
CMRC Simplified Chinese 2018 (test)
PERT
EM
76.8
27
1mo ago
Belebele Target language
Llama-3.2-3B-Instruct
MRC Score
55.78
24
25d ago
DREAM (test)
ALBERTxxlarge + DUMA + MTL
Accuracy
91.8
23
1mo ago
QA-Feedback (test)
LCO-KLD
Relevance
44.9
22
1mo ago
DREAM (dev)
POI-Net
Accuracy
90
21
1mo ago
CMRC 2018 (test)
ChineseBERT
EM
78.05
21
1mo ago
CMRC Simplified Chinese 2018 (dev)
PERT
EM
72.2
18
1mo ago
Belebele Source language en
AdaLoRA
MRC Score
89.8
16
1mo ago
CJRC (test)
ChineseBERT
EM
67
15
1mo ago
CJRC (dev)
ChineseBERT
EM
66.5
15
1mo ago
BELEBELE Indonesian
CLO
Accuracy (Target Language)
67.1
13
1mo ago
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