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Chart Question Answering on ChartQA (Accuracy)

90.49Accuracy

MetaForge

Updated 1d ago

Evaluation Results

Method	Links
MetaForge 2026.06		90.49
MetaForge 2026.06		90.18
Greedy 2026.04		83.12
Greedy 2026.04		82.13
Top-p (nucleus) 2026.04		81.13
ε-Sampling 2026.04		80.16
η-Sampling 2026.04		80.16
Top-p (nucleus) 2026.04		80
ε-Sampling 2026.04		79.91
Top-p (nucleus) 2026.04		79.69
η-Sampling 2026.04		79.66
Min-p 2026.04		79.62
Top-k 2026.04		79.61
Temp' Only 2026.04		79.58
Temp’ Only 2026.04		78.96
Top-k 2026.04		78.96
Top-p (nucleus) 2026.04		78.93
η-Sampling 2026.04		78.73
ε-Sampling 2026.04		78.18
Temp’ Only 2026.04		77.97
Top-k 2026.04		77.92
ε-Sampling 2026.04		76.53
η-Sampling 2026.04		76.46
Temp' Only 2026.04		76.14
Top-k 2026.04		76.11
Min-p 2026.04		76.09
Min-p 2026.04		71.56
Min-p 2026.04		71.51
Min-p 2026.04		71.41
ε-Sampling 2026.04		69.79
Top-p (nucleus) 2026.04		67.6
η-Sampling 2026.04		66.2
Top-k 2026.04		61.3
Temp’ Only 2026.04		58.38
ε-Sampling 2026.04		52.46
Top-k 2026.04		51.89
Temp' Only 2026.04		48.33
η-Sampling 2026.04		48.16
Top-p (nucleus) 2026.04		47.71
Min-p 2026.04		45.66
Greedy 2026.04		23.54
Top-k 2026.04		22.03
Top-p (nucleus) 2026.04		22.03
Temp' Only 2026.04		21.93
Min-p 2026.04		21.51
ε-Sampling 2026.04		21.51
η-Sampling 2026.04		21.09
Temp' Only 2026.04		19.69
Top-p (nucleus) 2026.04		19.69
η-Sampling 2026.04		19.01
Top-k 2026.04		18.33
Min-p 2026.04		18.18
ε-Sampling 2026.04		18.18
ε-Sampling 2026.04		11.77
Top-p (nucleus) 2026.04		9.74
Top-k 2026.04		9.69
Temp' Only 2026.04		8.8
Min-p 2026.04		2.97
η-Sampling 2026.04		2.76