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Code / HumanEval (full 164, serial greedy pass@1)

HumanEval / full native and HF code comparison

Function signature + docstring → Python function

Model size vs score

Static, watermarked figures. SlayerLab models are red. The close-up expands the crowded small-model cluster without changing any coordinates.

HumanEval (full 164, serial greedy pass@1): all measured models, with a dotted Pareto frontier and peach favourable region
Overview · Download PNG · Download SVG
HumanEval (full 164, serial greedy pass@1): small-model close-up, with a dotted Pareto frontier and peach favourable region
Small-model close-up · Download PNG · Download SVG

Measured results

Full pinned test split · 164 examples · pass@1 higher is better. No global SOTA claim.

SystemScoreSamplesElapsed¹Evidence
Qwen/Qwen2.5-Coder-1.5B
df3ce67c0e24
37.2%164526sInspect run →
17 Oct 2026, 03:35 UTC
Qwen/Qwen2.5-1.5B
8faed761d45a
36.0%164517sInspect run →
17 Oct 2026, 03:31 UTC
Qwen/Qwen2.5-0.5B
060db6499f32
28.7%164342sInspect run →
17 Oct 2026, 03:18 UTC
Qwen/Qwen2.5-Coder-0.5B
8123ea2e9354
27.4%164437sInspect run →
17 Oct 2026, 03:26 UTC
SlayerLab/Slayer149-ARC
0e6793ecfb85
0.6%164588sInspect run →
17 Oct 2026, 03:22 UTC

¹ Evaluation elapsed time includes model loading after dataset selection. It is not serving latency or a fair speed comparison.

What this measures

Dataset / split
Immutable dataset revision
7dce6050a7d6d172f3cc5c32aa97f52fa1a2e544
Upstream license metadata
mit · consult upstream terms
Protocol
codesota-humaneval-full-v2 / code
Selection
All 164 examples in the pinned test split. SNLI rows without a valid label are excluded.
Configuration
Seed 42. Greedy generation for math and code. Mean answer-token log likelihood for text classification, completion and declarative multiple-choice recipes. No model judge.
Read scoring and comparison rules →

Planned runs

0 qualified visits in 30 days · priority 54.3. Interest changes execution order, within the approved baseline list.

SystemStatus
SlayerLab/Slayer149-ARCcompleted
Qwen/Qwen2.5-0.5Bcompleted
Qwen/Qwen2.5-Coder-0.5Bcompleted
Qwen/Qwen2.5-1.5Bcompleted
Qwen/Qwen2.5-Coder-1.5Bcompleted