Knowledge Unlearning
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
71.2Accuracy
93
Jun 17, 2026
47.21Accuracy
47
Apr 21, 2026
40.77Efficiency
42
May 20, 2026
23.35Speed
42
May 20, 2026
75.9Performance (Bio)
26
May 4, 2026
85.9FB
23
Apr 16, 2026
64.94Efficiency Score
21
May 20, 2026
90.9CRR
18
Mar 24, 2026
99.6Direct Success Rate
18
Mar 16, 2026
100Direct Success Rate
18
Mar 16, 2026
35.55ForgetLP
16
Jun 12, 2026
41.01Context-aware Refusal Rate (CRR)
16
Mar 24, 2026
91.92FS
16
Mar 5, 2026
41BF16 Precision Score
15
May 15, 2026
42.3BF16 Score
15
May 15, 2026
55.7BF16 Score
15
May 15, 2026
0EL10 (%)
15
Feb 26, 2026
89.4ROUGE
14
Feb 26, 2026
58.4Verbosity Score
12
Jun 16, 2026
64.81Accuracy Forget
11
Feb 26, 2026
57.9VerbMem Df Pre
8
Apr 16, 2026
29.16Efficiency
7
May 20, 2026
58.2Fac Score
6
Mar 16, 2026
228FM
6
Mar 16, 2026
95.6FB Score
6
Mar 16, 2026