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Omnimodal Understanding on WorldSense v1.0 (test)

52.65Tech & Science ScoreFull Tokens

Evaluation results

Method	Links
Full Tokens2026.05		52.65	39.06	43.47	44.06	46.55	42.79	52.43	41.2	45.62
Full Tokens2026.05		51.02	39.48	43.62	42.22	45.32	41.63	50.16	43.45	44.86
OmniSelect2026.05		50.61	40.34	43.77	43.27	46.31	42.56	49.51	41.95	45.08
OmniZip2026.05		50.2	39.91	43.16	41.16	46.55	40.23	48.54	40.07	44.07
OmniSelect2026.05		49.8	41.2	43.92	43.01	46.8	39.53	47.57	41.2	44.42
Full Tokens2026.05		49.39	37.77	44.07	42.48	45.32	39.77	47.57	38.2	43.66
Full Tokens2026.05		49.39	42.49	46.96	44.59	48.03	42.56	53.72	45.69	46.82
DyCoke (V&A)2026.05		49.18	40.34	42.1	39.84	43.6	41.86	45.95	38.95	43.06
OmniZip2026.05		48.78	38.63	43.16	40.11	45.32	38.84	44.66	39.33	42.84
OmniSelect2026.05		48.78	38.2	43.62	41.69	44.58	39.53	46.93	37.83	43.19
OmniSelect2026.05		48.78	41.63	41.64	39.84	44.33	38.37	46.28	37.83	42.56
OmniSelect2026.05		47.96	43.78	46.2	43.01	48.03	43.72	50.81	43.07	46
OmniZip2026.05		47.76	41.2	40.88	38.52	45.57	37.44	44.01	37.45	41.83
Random2026.05		47.76	36.48	42.86	40.9	48.28	38.14	49.19	38.95	43.25
OmniZip2026.05		47.35	37.77	41.64	39.58	43.1	37.67	42.39	36.33	41.27
OmniZip2026.05		47.35	41.2	45.14	42.74	49.01	42.33	49.51	43.07	45.27
OmniSelect2026.05		46.94	38.2	42.86	40.9	44.33	39.3	44.98	37.45	42.37
OmniSelect2026.05		46.94	36.48	41.19	40.63	47.04	36.74	45.95	37.83	41.99
DyCoke (V&A)2026.05		46.73	40.77	43.62	39.58	47.29	41.86	48.54	41.57	43.95
Random2026.05		46.53	36.05	40.27	38.79	45.81	39.53	46.6	36.7	41.68
OmniZip2026.05		46.33	39.06	40.12	37.47	44.33	36.05	42.07	37.08	40.61
OmniSelect2026.05		46.33	39.91	44.38	42.22	45.32	42.79	46.93	43.45	44.17
OmniZip2026.05		46.12	39.48	39.51	36.15	44.58	35.35	38.83	34.83	39.75
OmniZip2026.05		45.92	39.91	43.92	43.27	48.03	40.23	46.93	40.07	43.85