{"uid":"cap_70IeMHozlrNAKofAp25UB","slug":"language-routing-fixed-holdout-learning-curve-dd598396","name":"Language Routing - Fixed-Holdout Learning Curve","description":"Language routing - Fixed-holdout learning curve: Fixed-holdout learning curve for Language routing. Up to 200 supplied labelled text records. Local dataset tools, evaluation and small naive-Bayes baselines; no hosted model or foundation-model training. One of 25 profiles or calculations across 20 shared operations in this sector. 0.01 USDC includes one bounded fixed-holdout learning curve deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-language-routing-learning-curve?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"actual":{"enum":["english","french","spanish","other"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"english sample document number 0 for this supplied dataset.","actual":"english"},{"id":"example-0-1","text":"english sample document number 1 for this supplied dataset.","actual":"english"},{"id":"example-0-2","text":"english sample document number 2 for this supplied 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a fixed-holdout learning curve for a naive-Bayes language routing classifier (english/french/spanish/other) using up to 200 supplied labelled text records.","exampleAgentPrompt":"I have 150 labelled text samples across english, french, spanish, and other — can you run a fixed-holdout learning curve to show how classification accuracy improves as training size increases?","exampleUseCases":[{"title":"Data sufficiency check for language router","prompt":"I've got 120 labelled customer messages tagged as english, french, spanish, or other — run a fixed-holdout learning curve so I can see how many samples I actually need before accuracy plateaus."},{"title":"Baseline benchmark before investing in richer models","prompt":"Before we spend time on a fancy language detector, can you run a naive-Bayes learning curve on my 180 labelled text records to see what baseline accuracy looks like across english, french, spanish, and other?"},{"title":"Validate language training data quality","prompt":"I collected 90 labelled texts for a language routing task — english, french, spanish, and other — can you compute the fixed-holdout learning curve to check whether my data quality is good enough for the classifier to learn reliably?"}],"resultDescription":"A fixed-holdout learning curve deliverable showing classification accuracy (and related metrics) of a naive-Bayes language routing model as a function of training set size, evaluated on a held-out portion of the supplied labelled records covering english, french, spanish, and other classes.","failureModes":["Fewer than 2 records supplied — minimum input violation","More than 200 records supplied — exceeds maximum item count","Record text exceeds 1000-character limit — truncation or rejection","Invalid or missing 'actual' label not in allowed enum — schema validation error","Insufficient class diversity in supplied records — degenerate learning curve","Payment not completed via x402 protocol — request blocked"],"whenToPreferThis":"Choose this endpoint when you have up to 200 labelled text records and want a quick, cheap ($0.01 USDC) diagnostic on how a naive-Bayes language classifier scales with training data — ideal for early-stage data sufficiency checks or baseline benchmarking before investing in larger or hosted models. Prefer it over general ML training services when you only need a local evaluation curve, not a hosted or fine-tuned model.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-18T00:58:43.536Z","isFirstParty":false,"canonicalSlug":"language-routing-fixed-holdout-learning-curve-dd598396"}