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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
3mo ago
SQuAD
Expanded Vocab
EM
89.9
58
3mo ago
SQuAD 2.0 (dev)
Retro-Reader
EM
88.8
57
3mo ago
SQuAD 2.0 (test)
Retro-Reader
EM
89.6
51
3mo ago
Molweni (test)
Human performance
EM
64.3
49
3mo ago
SQuAD 1.1 (dev)
Ours
EM
89.71
48
3mo ago
SQuAD 1.1 (test)
XLNet
EM
89.898
46
3mo ago
Daily Mail (test)
GA Reader
Accuracy
80.9
46
3mo ago
DRCD (test)
MacBERT-large
EM
91.7
45
3mo ago
DRCD (dev)
LERT
EM
91.6
45
3mo ago
RACE
Human Ceiling Performance
RACE Overall Accuracy
94.5
38
3mo ago
Daily Mail (val)
GA Reader
Accuracy
81.5
36
3mo ago
CMRC 2018 (dev)
PERT
EM
72.2
34
3mo ago
CMRC Simplified Chinese 2018 (Challenge)
PERT
EM
32.3
30
3mo ago
CMRC Simplified Chinese 2018 (test)
PERT
EM
76.8
27
3mo ago
Belebele Target language
Llama-3.2-3B-Instruct
MRC Score
55.78
24
2mo ago
DREAM (test)
ALBERTxxlarge + DUMA + MTL
Accuracy
91.8
23
3mo ago
QA-Feedback (test)
LCO-KLD
Relevance
44.9
22
3mo ago
DREAM (dev)
POI-Net
Accuracy
90
21
3mo ago
CMRC 2018 (test)
ChineseBERT
EM
78.05
21
3mo ago
CMRC Simplified Chinese 2018 (dev)
PERT
EM
72.2
18
3mo ago
Belebele Source language en
AdaLoRA
MRC Score
89.8
16
3mo ago
CJRC (test)
ChineseBERT
EM
67
15
3mo ago
CJRC (dev)
ChineseBERT
EM
66.5
15
3mo ago
KorQuAD 1.0 (dev)
KOMBO_Jamo
Exact Match (EM)
77.47
13
1mo ago
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