Share your thoughts, 1 month free Claude Pro on usSee more
WorkDL logo mark

Negative Retrieval on NegBench

64.62Image-to-Text Recall@1

HANCLIP (SmartCLIP backbone)

44.568849.774454.9860.1856Jun 22, 2026
Updated 1mo ago

Evaluation Results

MethodLinks
2026.06
64.6285.1691.2246.3971.180.02438.51
2026.06
638490.0243.7568.7777.96427.49
2026.06
62.784.3690.7245.3670.6379.31433.08
2026.06
62.5885.791.6645.0870.6680.38436.06
2026.06
60.9683.1289.9243.1868.3577.28422.8
2026.06
60.983.5889.7443.7968.6677.86424.54
2026.06
59.5283.2289.6241.6768.4978.38420.89
2026.06
58.8281.188.6241.1866.9976.85413.56
2026.06
58.3482.0488.9641.1868.178.26416.88
2026.06
57.4480.4287.8238.4864.5674.44403.17
2026.06
56.3679.2886.840.9566.175.67405.15
2026.06
56.0680.7288.2438.5965.876.39405.8
2026.06
56.0480.5288.1839.8867.1777.34409.14
2026.06
55.5678.7886.237.9163.6673.65395.77
2026.06
53.476.7684.7232.6756.9867.27371.8
2026.06
52.0876.2883.9635.8361.3771.7381.22
2026.06
51.9475.2482.5833.0957.1367.87367.85
2026.06
50.8874.2682.4229.0652.3862.95351.96
2026.06
50.5675.283.6429.7353.7364.7357.58
2026.06
48.7273.2481.8230.8455.8166.63357.06
2026.06
48.5373.3482.0228.8353.3464.55350.65
2026.06
47.8672.3681.4627.0550.2661.31340.3
2026.06
47.2676.185.6439.2166.3976.65391.24
2026.06
45.5469.2277.5426.7651.2262.56332.83
2026.06
45.3469.7279.0824.9347.9359.41326.42