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Language / ARC-Challenge (full test, raw likelihood accuracy)

ARC-Challenge / full sub-1B common core (native)

Provided context/question + candidate answers → selected answer

Model size vs score

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

ARC-Challenge (full test, raw likelihood accuracy): all measured models, with a dotted Pareto frontier and peach favourable region
Overview · Download PNG · Download SVG
ARC-Challenge (full test, raw likelihood accuracy): 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 · 1,172 examples · accuracy higher is better. No global SOTA claim.

SystemScoreSamplesElapsed¹Evidence
SlayerLab/Slayer149-ARC
0e6793ecfb85
33.9%117243sInspect run →
17 Oct 2026, 15:00 UTC
HuggingFaceTB/SmolLM2-360M-Instruct
a10cc1512eab
31.7%117215sInspect run →
17 Oct 2026, 15:10 UTC
Qwen/Qwen2.5-0.5B-Instruct
7ae557604adf
30.7%117219sInspect run →
17 Oct 2026, 15:02 UTC
SlayerLab/Slayer139-1.02
c4298d757ba3
29.5%117238sInspect run →
17 Oct 2026, 15:11 UTC
SlayerLab/Slayer149-Balanced-ARC-E-ft-v2
7d11e8fd6376
27.5%117243sInspect run →
17 Oct 2026, 15:25 UTC
SlayerLab/Slayer139-1.01
2e72c696d7c5
26.6%117237sInspect run →
17 Oct 2026, 15:10 UTC
SlayerLab/Slayer149-Balanced-ARC-E-ft-45500
e7d4b8dea441
26.5%117244sInspect run →
17 Oct 2026, 15:02 UTC
SlayerLab/Slayer-149M-Decision-v1
ccfd7d3d91f3
26.1%117243sInspect run →
17 Oct 2026, 15:17 UTC
HuggingFaceTB/SmolLM2-135M-Instruct
12fd25f77366
25.9%11729sInspect run →
17 Oct 2026, 15:01 UTC
SlayerLab/Slayer149
7857dd28ec05
24.5%117241sInspect run →
17 Oct 2026, 15:02 UTC
SlayerLab/Slayer139-1.01b
283ffb6d620b
22.6%117238sInspect run →
17 Oct 2026, 15:03 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
210d026faf9955653af8916fad021475a3f00453
Upstream license metadata
cc-by-sa-4.0 · consult upstream terms
Protocol
codesota-common-core-native-arc-challenge-v1 / choice
Selection
All 1172 examples in the pinned test split. SNLI rows without a valid label are excluded.
Configuration
Seed 42. Greedy generation for math and code. Summed conditional answer-token log likelihood; raw accuracy. Character-normalized accuracy is recorded separately. No model judge.
Read scoring and comparison rules →

Planned runs

0 qualified visits in 30 days · priority 1000.0. Interest changes execution order, within the approved baseline list.

SystemStatus
SlayerLab/Slayer149-ARCcompleted
HuggingFaceTB/SmolLM2-135M-Instructcompleted
SlayerLab/Slayer149-Balanced-ARC-E-ft-45500completed
SlayerLab/Slayer149completed
Qwen/Qwen2.5-0.5B-Instructcompleted
SlayerLab/Slayer139-1.01bcompleted
HuggingFaceTB/SmolLM2-360M-Instructcompleted
SlayerLab/Slayer139-1.01completed
SlayerLab/Slayer139-1.02completed
SlayerLab/Slayer-149M-Decision-v1completed
SlayerLab/Slayer149-Balanced-ARC-E-ft-v2completed
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