{"uid":"cap_RzEWYdKAwBAJ53jjSeZEh","slug":"language-routing-low-confidence-review-queue-a6f91878","name":"Language Routing – Low-Confidence Review Queue","description":"Language routing - Low-confidence review queue: Low-confidence review queue 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 low-confidence review queue deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-language-routing-review-queue?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual","predicted","probabilities"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"actual":{"enum":["english","french","spanish","other"],"type":"string"},"predicted":{"enum":["english","french","spanish","other"],"type":"string"},"probabilities":{"type":"array","items":{"type":"number","default":0,"maximum":1,"minimum":0},"default":[],"maxItems":4,"minItems":4}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"english sample document number 0 for this supplied dataset.","actual":"english","predicted":"english","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-1","text":"english sample document number 1 for this supplied dataset.","actual":"english","predicted":"english","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-2","text":"english sample document number 2 for this supplied dataset.","actual":"english","predicted":"english","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-1-0","text":"french sample document number 0 for this supplied dataset.","actual":"french","predicted":"french","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-1","text":"french sample document number 1 for this supplied dataset.","actual":"french","predicted":"french","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-2","text":"french sample document number 2 for this supplied dataset.","actual":"french","predicted":"french","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-2-0","text":"spanish sample document number 0 for this supplied dataset.","actual":"spanish","predicted":"spanish","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-1","text":"spanish sample document number 1 for this supplied dataset.","actual":"spanish","predicted":"spanish","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-2","text":"spanish sample document number 2 for this supplied dataset.","actual":"spanish","predicted":"spanish","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-3-0","text":"other sample document number 0 for this supplied dataset.","actual":"other","predicted":"other","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-1","text":"other sample document number 1 for this supplied dataset.","actual":"other","predicted":"other","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-2","text":"other sample document number 2 for this supplied dataset.","actual":"other","predicted":"other","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]}],"maxItems":200,"minItems":2},"minimum_confidence":{"type":"number","default":0.7,"maximum":1,"minimum":0}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_hbjMcew06nQxpuURKzwqu","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Identifies and surfaces low-confidence predictions from a naive-Bayes language classifier (English/French/Spanish/other) for human review, given up to 200 labelled text records with predicted probabilities.","exampleAgentPrompt":"I have 50 labelled text records with their actual languages, predicted labels (english/french/spanish/other), and the four-class probability arrays from my naive-Bayes classifier — can you run them through the low-confidence review queue so I can see which predictions are too uncertain to trust?","exampleUseCases":[{"title":"Auditing a multilingual customer support classifier","prompt":"I've got 120 customer support tickets labelled as english, french, spanish, or other, along with my model's predicted labels and probability scores — can you generate a low-confidence review queue so I know which ones the language router was unsure about and need a human to double-check?"},{"title":"QA pass before production language routing deployment","prompt":"Before I push my language routing model to production, I want to flag the uncertain cases — here are 80 text samples with their actual and predicted language labels and their four-class probabilities. Can you run the low-confidence review queue and tell me which records fall below a reliable confidence threshold?"},{"title":"Evaluating naive-Bayes baseline on a mixed-language dataset","prompt":"I'm benchmarking a naive-Bayes language classifier on 200 labelled records spanning english, french, spanish, and other. Can you surface the low-confidence predictions so I can see where the baseline struggles most and decide which samples to prioritise for relabelling?"}],"resultDescription":"A bounded deliverable containing a review queue of records where the naive-Bayes language classifier's predictions are low-confidence, drawn from up to 200 supplied labelled text records. Each queued item includes its ID, text, actual label, predicted label, and probability scores, helping users identify which classifications need human review or further investigation.","failureModes":["More than 200 records supplied — input truncated or rejected","Probability arrays not summing to 1 or not containing exactly 4 values — validation error","Missing required fields (id, text, actual, predicted, probabilities) in any record — schema rejection","Enum values outside allowed set (english/french/spanish/other) — validation failure","Payment not completed via x402 — endpoint returns 402 Payment Required"],"whenToPreferThis":"Choose this endpoint when you have a local language classification pipeline (English/French/Spanish/other) using a naive-Bayes or similar baseline model and want to systematically identify which predictions are uncertain enough to warrant human review. It is well-suited for small-to-medium batch evaluation (up to 200 records) without needing a hosted model or foundation-model infrastructure. Prefer it over general ML evaluation tools when your specific use case is language routing quality assurance and you need a structured low-confidence queue deliverable.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-12T00:51:29.070Z","isFirstParty":false,"canonicalSlug":"language-routing-low-confidence-review-queue-a6f91878"}