A high-difficulty mathematical reasoning benchmark reported in DeepSeek-V4 model evaluations.
BenchLM mirrors the published score view for Apex. Qwen3.7 Max leads the public snapshot at 44.5% , followed by DeepSeek V4 Pro (Max) (38.3%) and DeepSeek V4 Flash (Max) (33.0%). BenchLM does not use these results to rank models overall.
Qwen3.7 Max
Alibaba
DeepSeek V4 Pro (Max)
DeepSeek
DeepSeek V4 Flash (Max)
DeepSeek
The published Apex snapshot is tightly clustered at the top: Qwen3.7 Max sits at 44.5%, while the third row is only 11.5 points behind. The broader top-10 spread is 44.1 points, so the benchmark still separates strong models even when the leaders cluster.
8 models have been evaluated on Apex. The benchmark falls in the Math category. This category carries a 5% weight in BenchLM.ai's overall scoring system. Apex is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
Year
2026
Tasks
Advanced mathematical reasoning
Format
Pass@1 math benchmark
Difficulty
Frontier math reasoning
BenchLM stores Apex as a display-only provider-table reference for exact first-party model comparisons.
Version
Apex 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
A high-difficulty mathematical reasoning benchmark reported in DeepSeek-V4 model evaluations.
Qwen3.7 Max by Alibaba currently leads with a score of 44.5% on Apex.
8 AI models have been evaluated on Apex on BenchLM.
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