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The trade-off space
Points are colored by provider. Hover for details, click to open the model's page.
Methodology
RobloxQA v2.0
Knowledge testing: 3,000 questions about Roblox and Luau, scored both as freeform answers (judged) and as multiple choice. Dataset ↗
Luau Leetcode
Single-shot code generation on 208 Leetcode problems translated to Luau (47 easy, 97 medium, 64 hard), run against unit tests with syntax validation and code-quality scoring. Dataset ↗
Composite score
Half knowledge, half coding, with weights favoring the harder
signals. Knowledge weighs freeform answers over multiple choice:
0.7 × freeform + 0.3 × multiple choice. Coding
scores each difficulty as
0.4 × unit tests + 0.25 × fully solved + 0.15 ×
partially solved + 0.1 × code quality + 0.1 ×
valid syntax, then blends difficulties as
0.2 × easy + 0.35 × medium + 0.45 × hard.
Cost
Based on OpenRouter's effective pricing. Torpedo Software models not on OpenRouter were run on an RX 7900XTX, with cost computed from electricity use at 20 cents per kilowatt-hour.