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Document Question Answering on DocVQA (val)
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93.72
ANLS
GPT-4.1 vision (direct)
10.8944
32.3972
53.9
75.4028
Apr 26, 2026
ANLS
Answerable Rate
Error Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
ANLS
Answerable Rate
Error Rate
GPT-4.1 vision (direct)
Notes=Upper bound; rea...
2026.04
93.72
95
0
RaV-IDP full
QA answering model=GPT...
2026.04
42.24
44.7
0.7
RaV-IDP no_rav
QA answering model=GPT...
2026.04
42.06
44.3
0.7
Unstructured
QA answering model=GPT...
2026.04
39.1
41
0
Docling
QA answering model=GPT...
2026.04
38.44
40.7
2.7
Marker
QA answering model=GPT...
2026.04
36.19
38.7
0
LlamaParse
QA answering model=GPT...
2026.04
26.74
28.3
30
RaV-IDP gate_only
QA answering model=GPT...
2026.04
14.08
14.3
29.7
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