Knowledge Retention on Knowledge Retention Evaluation Suite benchmark leaderboard · SOTA2 Research

Knowledge Retention on Knowledge Retention Evaluation Suite

82.54MMEVanilla

Evaluation Results

Method	Links
Vanilla2025.10		82.54	79.81	69.61	71.03	72.1	58.6	78.46	61.25	69.7	25.69	86.51	47.42	66.89
Replay2025.10		75.38	81.7	69.16	69.17	85.12	45.4	70.2	50.72	63.9	21.58	87.49	47.48	63.94
LoRA2025.10		67.88	37.2	59.29	69.79	42.3	2.4	21.39	23.25	39.4	13.52	73.73	9.02	38.16
Vanilla2025.10		65.33	68.38	42.25	59.99	73.9	31.5	66.04	33.93	27.4	11.88	87.07	26.46	49.51
Replay2025.10		57.49	65.81	40.27	54.75	70.94	25.9	61.04	24.62	27	12.11	87.09	21.23	45.69
KORE2025.10		55.99	62.71	40.32	51.6	71.97	30.8	65.1	26.84	27.3	13.32	79.29	18.91	45.35
KORE2025.10		36.23	76.98	66.8	68.69	85.55	45.4	70.51	45.02	63.1	24.34	75.24	41.89	58.31
LoRA2025.10		30	60.57	36.93	28.22	69.13	18.3	23.26	17.43	23.9	7.73	71.64	4.52	32.64