DecisionPivot - Reference Aggregate: leaderboard

DecisionPivot v1.1:7800coreitems,13generated task families,macro-averaged accuracy and contrast-group pair accuracy;40decision models and14general controls. Exact revisions and native inference in AppendixB1; BF16 except BlinkFP8 andd1-omniFP16. Input-limit failures are incorrect. Hosted Jev1.13 is distinct from JEV students. Reference35-task score is chance-corrected/floored and layer-averaged. Score (%).

Metric: Score (%). Source: arxiv.org. Saturation forecast: Around April 2027. 51 models tracked.

Top models

#ModelScoreOverall rank
1Jev 1.1355#380
2Gemma 4 31B (IT) (Non-reasoning)54.4#177 (Gemma 4 31B (IT))
3Qwen 3.8 27B (Non-reasoning)51.6#111 (Qwen 3.8 27B)
4Qwen 3.6 35B A3B (Non-reasoning)49.9#229 (Qwen 3.6 35B A3B)
5Qwen 3.5 9B (Non-reasoning)47.8#383 (Qwen 3.5 9B)
6Phi-442.9#706
7Qwen 3.5 4B (Non-reasoning)41.7#485 (Qwen 3.5 4B)
8Gemma 3 12B (IT)40.2#667
9Granite 3.3 8B Instruct38.3#815
10Qwen 3.5 2B (Non-reasoning)25.9#1149 (Qwen 3.5 2B)
11Qwen 3.5 0.8B (Non-reasoning)11#1430 (Qwen 3.5 0.8B)

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=decisionpivot-reference-aggregate · How It Works · Data refreshed daily, snapshot 2026-10-22.