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Model comparison ​

These figures are copied from the Jet technical report, not recomputed for the docs site. Every row comes from the manuscript macros in paper/figures/rtx4090-results.tex and paper/figures/a770-results.tex, as published in paper/sections/evaluation.tex.

Protocol shared by the tables below (see the report’s Experimental Evaluation section):

  • 14,042 MMLU test questions across 57 subjects
  • Mean-token candidate scoring with reasoning disabled
  • Complete-process wall time includes initialization, model loading, evaluation, and shutdown
  • One completed fresh-process run per configuration; no repeat-run variance estimate

The highest measured JET configuration in the manuscript is Qwen3.5-27B (Vulkan) at 85.01% (jetresult@best@ in rtx4090-results.tex).

RTX 4090 · Vulkan ​

Source: paper Table tab:full-mmlu.

ModelQuantizationCorrectMMLU (%)Wall (s)Req./s
Qwen3.5-0.8BQ8_04,65933.18468.4129.98
Qwen3.5-2BQ8_06,80748.48613.8222.88
Qwen3.5-4BQ8_09,29566.191,117.2512.57
Qwen3.5-9BQ8_010,34473.661,605.528.75
Qwen3.5-27BQ4_K_M11,93785.014,805.682.92
Qwen3.6-35B-A3BQ4_K_M11,59882.603,933.733.57

RTX 4090 · CUDA ​

Source: paper Table tab:full-mmlu-cuda.

ModelQuantizationCorrectMMLU (%)Wall (s)Req./s
Qwen3.5-0.8BQ8_04,70033.47972.6814.44
Qwen3.5-2BQ8_06,80248.44984.5114.26
Qwen3.5-4BQ8_09,30566.271,319.2710.64
Qwen3.5-4B + LoRAQ8_010,45274.431,351.7710.39
Qwen3.5-9BQ8_010,33773.611,573.788.92
Qwen3.5-27BQ4_K_M11,91284.833,721.453.77
Qwen3.6-35B-A3BQ4_K_M11,57482.422,774.945.06

The LoRA row is the task-aligned Qwen3.5-4B export evaluated under the same full-MMLU protocol (full-4b-lora-cuda).

Arc A770 · Vulkan ​

Source: paper Table tab:a770-full-mmlu.

ModelQuantizationCorrectMMLU (%)Wall (s)Req./s
Qwen3.5-0.8BQ8_04,69533.443,178.824.42
Qwen3.5-2BQ8_06,80048.434,442.303.16
Qwen3.5-4BQ8_09,30566.279,797.731.43
Qwen3.5-9BQ8_010,34573.6713,393.471.05

How to read these numbers ​

The report’s zero-shot semantic scoring protocol differs from standard MMLU leaderboard procedures. Throughput is complete-process requests per second, not saturated serving throughput. Different host systems (RTX 4090 vs Arc A770) do not support a controlled hardware comparison. See paper/evidence.md for artifact paths and provenance boundaries.

Released under the Apache-2.0 License.