Video Reasoning on VideoEspresso extended benchmark leaderboard · SOTA2 Research

Video Reasoning on VideoEspresso extended

63.64Narrative AccuracyTaYS

Evaluation Results

Method	Links
TaYS2026.03		63.64	35.62	28.57	25.95	46.88	35.14	41.46	34.48	51.35	16.67	47.37	66.67	46.15	10	36.86
Interleaved SFT2026.03		57.58	38.36	35.71	24.86	50	35.14	48.78	24.14	37.84	16.67	36.84	44.44	46.15	20	34.98
Batch w/o thinking2026.03		54.55	32.88	28.57	14.59	37.5	27.03	41.46	34.48	29.73	16.67	36.84	52.94	46.15	10	28.89
TaYS2026.03		51.52	36.99	39.29	24.86	46.88	21.62	31.71	20.69	37.84	33.33	44.74	50	53.85	20	33.45
Batch SFT2026.03		48.48	34.25	17.86	17.84	43.75	32.43	39.02	27.59	24.32	8.33	39.47	50	46.15	20	29.18
Interleaved SFT2026.03		48.48	38.36	25	28.65	37.5	29.73	36.59	31.03	35.14	16.67	36.84	55.56	46.15	30	33.96
Batch SFT2026.03		48.48	26.03	32.14	21.62	43.75	32.43	43.9	31.03	27.03	8.33	39.47	38.89	46.15	20	30.38
Batch with thinking2026.03		42.42	31.51	42.86	23.24	37.5	29.73	29.27	37.93	29.73	25	39.47	55.56	38.46	30	31.57
Batch w/o thinking2026.03		39.39	31.51	25	18.92	37.5	24.32	43.9	20.69	29.73	16.67	42.11	38.89	30.77	10	27.99
Batch with thinking2026.03		39.39	26.03	28.57	15.68	37.5	40.54	17.07	48.28	29.73	8.33	47.37	61.11	38.46	20	28.16