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AA-LCR v1.1 leaderboard

As of November 14, 2026, among the results listed here, StepFun Step 5 Preview has the highest reported AA-LCR v1.1 score, 88.3% (High), published by StepFun, ahead of Thinking Machines Inkling 2 Small at 83.3%. 3 models have a AA-LCR v1.1 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

88.3%

StepFun Step 5 Preview

Reported by StepFun, October 8, 2026 · High

Runner-up

83.3%

T Thinking Machines Inkling 2 Small

Reported by Thinking Machines, November 9, 2026

3 models ranked · 3 makers

Reported AA-LCR v1.1 scores

AA-LCR v1.1 scores reported by model makers
Rank Model Score Setting Reported by Date
1 Step 5 Preview 88.3% High StepFun October 8, 2026 (model release)
2 T Inkling 2 Small 83.3% Not published Thinking Machines November 9, 2026 (model release)
3 Mercury 3Retired 77.7% MEDIUM Inception September 8, 2026 (model release) · read from the maker's chart

How much to trust these numbers

Source
Reported by the model makers themselves. Not re-run by LLMBenchmark or anyone independent.
Settings
Settings differ between makers. Check the Setting column before comparing two scores.
Spread
88.3% to 77.7% across 3 models.
Freshness
Newest result published November 9, 2026; oldest September 8, 2026.
Charts
Some values were read from charts in the announcements. Two independent readings had to match exactly.

What AA-LCR v1.1 measures

Models answer 100 questions across varied documents, including academic papers, to test long-context reasoning; the search results do not explain what the score means. Source: AA-LCR v1.1: Long Context Reasoning Benchmark