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TallyQA

Benchmarks

Task NameDataset NameSOTA ResultTrend
CountingTallyQA
Accuracy82.2
67
Visual Question AnsweringTallyQA
Accuracy94.09
49
Open-ended countingTallyQA (test)
Simple Accuracy86.2
14
Visual Question AnsweringTallyQA complex
Accuracy77.1
13
Visual Question AnsweringTallyQA (test)
Simple Accuracy86.2
12
Visual Question AnsweringTallyQA simple
Accuracy86.3
10
Object CountingTallyQA Simple
Accuracy86.3
9
Open-ended countingTallyQA Complex 1.0 (test)
Accuracy (ACC)56.2
9
Open-ended countingTallyQA Simple 1.0 (test)
Accuracy71.8
9
Visual Question AnsweringTallyQA (ZOOM-Hard)
GPT Accuracy16.78
6
Visual Question AnsweringTallyQA ZOOM-Medium
GPT Accuracy24.35
6
Visual Question AnsweringTallyQA ZOOM-Easy
GPT Accuracy51.27
6
CountingTallyQA (val)
Accuracy66
6
Object CountingTallyQA
Score35
5
CountingTallyQA Complex
Accuracy77.1
4
Visual Question AnsweringTallyQA simple
Exact Match86
3
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