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Benchmarks
Language Modeling on WikiText-103 (PPLmed and ∆PPL)
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15.52
PPLmed
Baseline (no edit)
15.484
15.727
15.97
16.213
Jun 17, 2026
PPLmed
∆PPL
Updated 1mo ago
Evaluation Results
Method
Method
Links
PPLmed
∆PPL
Baseline (no edit)
Config=–
2026.06
15.52
-
Zero ablation
Config=k=5, n=6,124
2026.06
15.52
0
Redact
Config=k=5, n=6,124
2026.06
15.54
0.02
Redact
Config=k=10, n=6,444
2026.06
15.54
0.02
Suppress
Config=k=5, n=6,124
2026.06
15.55
0.03
Next-best
Config=k=10, n=6,444
2026.06
15.59
0.07
Suppress
Config=k=10, n=6,444
2026.06
15.59
0.07
Next-best
Config=k=5, n=6,124
2026.06
15.65
0.13
EOS
Config=k=5, n=6,124
2026.06
15.93
0.41
EOS
Config=k=10, n=6,444
2026.06
16.4
0.88
Act. steering
Config=L25, α=0.5, n=6...
2026.06
16.42
0.9
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