Negative Retrieval on NegBench benchmark leaderboard · SOTA2 Research

Negative Retrieval on NegBench

64.62Image-to-Text Recall@1HANCLIP (SmartCLIP backbone)

Evaluation Results

Method	Links
HANCLIP (SmartCLIP backbone)2026.06		64.62	85.16	91.22	46.39	71.1	80.02	438.51
SmartCLIP2026.06		63	84	90.02	43.75	68.77	77.96	427.49
HANCLIP (HiMo-CLIP backbone)2026.06		62.7	84.36	90.72	45.36	70.63	79.31	433.08
NegationCLIP2026.06		62.58	85.7	91.66	45.08	70.66	80.38	436.06
HiMo-CLIP2026.06		60.96	83.12	89.92	43.18	68.35	77.28	422.8
HANCLIP (LongCLIP backbone)2026.06		60.9	83.58	89.74	43.79	68.66	77.86	424.54
NegationCLIP2026.06		59.52	83.22	89.62	41.67	68.49	78.38	420.89
HANCLIP (SmartCLIP backbone)2026.06		58.82	81.1	88.62	41.18	66.99	76.85	413.56
NegCLIPCC12M2026.06		58.34	82.04	88.96	41.18	68.1	78.26	416.88
SmartCLIP2026.06		57.44	80.42	87.82	38.48	64.56	74.44	403.17
LongCLIP2026.06		56.36	79.28	86.8	40.95	66.1	75.67	405.15
NegationCLIP2026.06		56.06	80.72	88.24	38.59	65.8	76.39	405.8
NegCLIP2026.06		56.04	80.52	88.18	39.88	67.17	77.34	409.14
HANCLIP (LongCLIP backbone)2026.06		55.56	78.78	86.2	37.91	63.66	73.65	395.77
HANCLIP (CLIP backbone)2026.06		53.4	76.76	84.72	32.67	56.98	67.27	371.8
LongCLIP2026.06		52.08	76.28	83.96	35.83	61.37	71.7	381.22
CoNCLIP2026.06		51.94	75.24	82.58	33.09	57.13	67.87	367.85
CLIP2026.06		50.88	74.26	82.42	29.06	52.38	62.95	351.96
HANCLIP (CLIP backbone)2026.06		50.56	75.2	83.64	29.73	53.73	64.7	357.58
CLIPCC12M2026.06		48.72	73.24	81.82	30.84	55.81	66.63	357.06
HANCLIP (CLIP backbone)2026.06		48.53	73.34	82.02	28.83	53.34	64.55	350.65
CLIP2026.06		47.86	72.36	81.46	27.05	50.26	61.31	340.3
CE_CLIP2026.06		47.26	76.1	85.64	39.21	66.39	76.65	391.24
CoNCLIP2026.06		45.54	69.22	77.54	26.76	51.22	62.56	332.83
CLIP2026.06		45.34	69.72	79.08	24.93	47.93	59.41	326.42