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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
4mo ago
SQuAD
Expanded Vocab
EM
89.9
58
4mo ago
SQuAD 2.0 (dev)
Retro-Reader
EM
88.8
57
4mo ago
SQuAD 2.0 (test)
Retro-Reader
EM
89.6
51
4mo ago
Molweni (test)
Human performance
EM
64.3
49
4mo ago
SQuAD 1.1 (dev)
Ours
EM
89.71
48
4mo ago
SQuAD 1.1 (test)
XLNet
EM
89.898
46
4mo ago
Daily Mail (test)
GA Reader
Accuracy
80.9
46
4mo ago
DRCD (test)
MacBERT-large
EM
91.7
45
4mo ago
DRCD (dev)
LERT
EM
91.6
45
4mo ago
RACE
Human Ceiling Performance
RACE Overall Accuracy
94.5
38
4mo ago
Daily Mail (val)
GA Reader
Accuracy
81.5
36
4mo ago
CMRC 2018 (dev)
PERT
EM
72.2
34
4mo ago
CMRC Simplified Chinese 2018 (Challenge)
PERT
EM
32.3
30
4mo ago
CMRC Simplified Chinese 2018 (test)
PERT
EM
76.8
27
4mo ago
Belebele Target language
Llama-3.2-3B-Instruct
MRC Score
55.78
24
4mo ago
DREAM (test)
ALBERTxxlarge + DUMA + MTL
Accuracy
91.8
23
4mo ago
QA-Feedback (test)
LCO-KLD
Relevance
44.9
22
4mo ago
DREAM (dev)
POI-Net
Accuracy
90
21
4mo ago
CMRC 2018 (test)
ChineseBERT
EM
78.05
21
4mo ago
BELEBELE 5 Unseen Languages
Base
BELE Score
85
20
1mo ago
BELEBELE 8 Seen Languages
Base
BELE Score
81.8
20
1mo ago
CMRC Simplified Chinese 2018 (dev)
PERT
EM
72.2
18
4mo ago
Belebele Source language en
AdaLoRA
MRC Score
89.8
16
4mo ago
CJRC (test)
ChineseBERT
EM
67
15
4mo ago
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