{"uid":"cap_EzAG_Sq6S2eJPSiQZrxTR","slug":"project-status-training-evaluation-text-overlap-04b00fef","name":"Project Status Training Evaluation Text Overlap","description":"Project status - Training evaluation text overlap: Training evaluation text overlap for Project status. 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 training evaluation text overlap deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-project-status-leakage?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":["planned","active","blocked","complete"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"planned sample document number 0 for this supplied dataset.","actual":"planned"},{"id":"example-0-1","text":"planned sample document number 1 for this supplied dataset.","actual":"planned"},{"id":"example-0-2","text":"planned sample document number 2 for this supplied dataset.","actual":"planned"},{"id":"example-1-0","text":"active sample document number 0 for this supplied dataset.","actual":"active"},{"id":"example-1-1","text":"active sample document number 1 for this supplied dataset.","actual":"active"},{"id":"example-1-2","text":"active sample document number 2 for this supplied dataset.","actual":"active"},{"id":"example-2-0","text":"blocked sample document number 0 for this supplied dataset.","actual":"blocked"},{"id":"example-2-1","text":"blocked sample document number 1 for this supplied dataset.","actual":"blocked"},{"id":"example-2-2","text":"blocked sample document number 2 for this supplied dataset.","actual":"blocked"},{"id":"example-3-0","text":"complete sample document number 0 for this supplied dataset.","actual":"complete"},{"id":"example-3-1","text":"complete sample document number 1 for this supplied dataset.","actual":"complete"},{"id":"example-3-2","text":"complete sample document number 2 for this supplied dataset.","actual":"complete"}],"maxItems":200,"minItems":2},"evaluation_texts":{"type":"array","items":{"type":"string","default":"","maxLength":1000},"default":["planned sample document number 0 for this supplied dataset.","A separate supplied document."],"maxItems":200,"minItems":1}}},"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_awJ6cAWRo_2xft4eclbgA","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":"Detects text overlap between a labelled training dataset of project status records and evaluation texts using a naive-Bayes baseline analysis.","exampleAgentPrompt":"Check whether any of my evaluation texts overlap with my project status training records — I have 50 labelled examples with planned, active, blocked, and complete labels, and I want to catch any data leakage before I train.","exampleUseCases":[{"title":"Pre-training data leakage audit","prompt":"I have 80 labelled project status records spread across planned, active, blocked, and complete — before I train my classifier, can you check whether any of my 20 evaluation texts appear in the training set and give me an overlap report?"},{"title":"Evaluation set contamination check","prompt":"We just scraped a bunch of new evaluation documents for our project status model. Can you compare them against our 150 labelled training texts to see if there's any text overlap we need to worry about?"},{"title":"Naive-Bayes baseline leakage measurement","prompt":"I'm running a naive-Bayes baseline for project status classification and I need to know if my evaluation phrases like 'sprint is currently blocked by dependency' have leaked into my training data — can you measure the text overlap for me?"}],"resultDescription":"A bounded deliverable report quantifying text overlap between the supplied labelled training records (up to 200 records with planned/active/blocked/complete labels) and the provided evaluation texts, highlighting potential data leakage using local naive-Bayes baseline analysis.","failureModes":["Fewer than 2 training records supplied returns a validation error","More than 200 training records or evaluation texts exceeds the item limit and is rejected","Records missing required fields (id, text, actual) fail schema validation","Text exceeding 1000 characters per record may be truncated or rejected","Invalid label values outside the enum (planned/active/blocked/complete) cause a schema error"],"whenToPreferThis":"Choose this endpoint when you need a quick, low-cost ($0.01 USDC) local check for text overlap or data leakage between a small labelled project-status training set and evaluation texts, without needing a hosted model or large foundation-model training pipeline. Best for datasets up to 200 records with the four specific project status categories: planned, active, blocked, complete.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T18:48:39.840Z","isFirstParty":false,"canonicalSlug":"project-status-training-evaluation-text-overlap-04b00fef"}