Vals SAGE (SAGE)
Student Assessment with Generative Evaluation
Data verifiedHow BenchLM shows SAGE
BenchLM mirrors the public Vals AI SAGE leaderboard captured from https://www.vals.ai/benchmarks/sage and updated by Vals on July 9, 2026. The snapshot preserves overall scores, uncertainty, latency, cost-per-test metadata, and task-level scores where Vals publishes them.
SAGE is display only on BenchLM. Vals proprietary or Vals-hosted aggregate views are useful context, but BenchLM does not use them as weighted ranking inputs or as a replacement for benchmark-native source records.
SAGE score on SAGE — July 9, 2026
BenchLM mirrors the published sage score view for SAGE. Claude Opus 4.7 leads the public snapshot at 56.10% , followed by Gemma 4 31b It (55.03%) and Claude Opus 4.8 (54.79%). BenchLM does not use these results to rank models overall.
Claude Opus 4.7
Anthropic
anthropic/claude-opus-4-7
Gemma 4 31b It
google/gemma-4-31b-it
Claude Opus 4.8
Anthropic
anthropic/claude-opus-4-8
The published SAGE snapshot is tightly clustered at the top: Claude Opus 4.7 sits at 56.10%, while the third row is only 1.32 points behind. The broader top-10 spread is 5.29 points, so many of the published scores sit in a relatively narrow band.
66 models have been evaluated on SAGE. The benchmark falls in the External benchmark mirrors category. BenchLM tracks this category separately from its weighted global scoring system, so these results are best compared on the dedicated Korean benchmark views. SAGE is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
About SAGE
Year
2026
Tasks
Student assessment with generative evaluation
Format
Accuracy score
Difficulty
Education assessment reasoning
BenchLM mirrors the public Vals AI SAGE leaderboard as display-only external evidence. The captured snapshot preserves overall scores, task-level scores where Vals publishes them, uncertainty, latency, and cost-per-test metadata. It is excluded from BenchLM weighted rankings.
BenchLM freshness & provenance
Version
SAGE 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.
SAGE score table (66 models)
FAQ
What does SAGE measure?
Student Assessment with Generative Evaluation
Which model leads the published SAGE snapshot?
Claude Opus 4.7 currently leads the published SAGE snapshot with 56.10% sage score. BenchLM shows this benchmark for display only and does not use it in overall rankings.
How many models are evaluated on SAGE?
66 AI models are included in BenchLM's mirrored SAGE snapshot, based on the public leaderboard captured on July 9, 2026.
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