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FORTRESS (benign) leaderboard

As of November 14, 2026, among the results listed here, Thinking Machines Inkling Small has the highest reported FORTRESS (benign) score, 96.9%, published by Thinking Machines, ahead of Thinking Machines Inkling at 95.9%. 3 models have a FORTRESS (benign) result in our records.

Scores as the model makers published them, not re-run by us; each row links to its announcement.

Best reported score

96.9%

T Thinking Machines Inkling Small

Reported by Thinking Machines, July 30, 2026

Runner-up

95.9%

T Thinking Machines Inkling

Reported by Thinking Machines, July 30, 2026

3 models ranked · 1 maker

Reported FORTRESS (benign) scores

FORTRESS (benign) scores reported by model makers
Rank Model Score Setting Reported by Date
1 T Inkling Small 96.9% Not published Thinking Machines July 30, 2026 (model release)
2 T Inkling 95.9% Not published Thinking Machines July 30, 2026 (model release)
3 T Inkling 2 Small 79.7% Not published Thinking Machines November 9, 2026 (model release)

How much to trust these numbers

Source
Reported by the model makers themselves. Not re-run by LLMBenchmark or anyone independent.
Settings
All ranked results use the same reported setting.
Spread
96.9% to 79.7% across 3 models.
Freshness
Newest result published November 9, 2026; oldest July 30, 2026.

What FORTRESS (benign) measures

FORTRESS (benign) tests whether models answer safe requests resembling harmful ones; higher percentages mean fewer unnecessary refusals.