{"uid":"cap_4qfELdNntbDXlguBgRBl3","slug":"lead-stage-training-evaluation-text-overlap-7e2c1d05","name":"Lead Stage Training Evaluation Text Overlap","description":"Lead stage - Training evaluation text overlap: Training evaluation text overlap for Lead stage. 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-lead-stage-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":["enquiry","qualified","negotiation","closed"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"enquiry sample document number 0 for this supplied dataset.","actual":"enquiry"},{"id":"example-0-1","text":"enquiry sample document number 1 for this supplied dataset.","actual":"enquiry"},{"id":"example-0-2","text":"enquiry sample document number 2 for this supplied dataset.","actual":"enquiry"},{"id":"example-1-0","text":"qualified sample document number 0 for this supplied dataset.","actual":"qualified"},{"id":"example-1-1","text":"qualified sample document number 1 for this supplied dataset.","actual":"qualified"},{"id":"example-1-2","text":"qualified sample document number 2 for this supplied dataset.","actual":"qualified"},{"id":"example-2-0","text":"negotiation sample document number 0 for this supplied dataset.","actual":"negotiation"},{"id":"example-2-1","text":"negotiation sample document number 1 for this supplied dataset.","actual":"negotiation"},{"id":"example-2-2","text":"negotiation sample document number 2 for this supplied dataset.","actual":"negotiation"},{"id":"example-3-0","text":"closed sample document number 0 for this supplied dataset.","actual":"closed"},{"id":"example-3-1","text":"closed sample document number 1 for this supplied dataset.","actual":"closed"},{"id":"example-3-2","text":"closed sample document number 2 for this supplied dataset.","actual":"closed"}],"maxItems":200,"minItems":2},"evaluation_texts":{"type":"array","items":{"type":"string","default":"","maxLength":1000},"default":["enquiry 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_WPPkmFGHG4Zb80_5gSUcC","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":"Checks for text overlap between supplied labelled lead-stage training records and evaluation texts using a local naive-Bayes baseline, returning an overlap analysis deliverable.","exampleAgentPrompt":"Check whether any of my evaluation texts overlap with my labelled training records — I have 50 records labeled as enquiry, qualified, negotiation, or closed, and I want to know if there's data leakage before I trust my model's performance numbers.","exampleUseCases":[{"title":"Pre-deployment leakage audit for lead classifier","prompt":"Before I report accuracy on my lead stage model, check if there's text overlap between my 120 labelled training records (mix of enquiry, qualified, negotiation, closed) and the 30 evaluation texts I held out — I need to know if any eval examples leaked into training."},{"title":"CRM pipeline data quality check","prompt":"I'm building a naive-Bayes classifier to predict CRM lead stages and I want to verify my train/eval split is clean — can you run a text overlap check on my 80 labelled lead records and 20 evaluation documents to catch any contamination?"},{"title":"Benchmark validation before model comparison","prompt":"I'm comparing two text classifiers on lead stage prediction and need to make sure my benchmark is fair — please check for text overlap between my training set of 60 enquiry, qualified, negotiation, and closed examples and my 15 evaluation texts so I know the benchmark isn't inflated by leakage."}],"resultDescription":"A bounded deliverable reporting the degree of text overlap between the supplied labelled training records and the evaluation texts, including leakage metrics computed locally using naive-Bayes baseline tooling. The response identifies which training and evaluation texts share content, helping users assess whether their evaluation results may be inflated by data contamination.","failureModes":["Fewer than 2 records supplied — minimum array size not met","Record text exceeds 1000 character limit — truncation or rejection","More than 200 records or evaluation texts submitted — exceeds maxItems constraint","Missing required fields (id, text, actual) on any record — validation error","Invalid label value for 'actual' field (must be enquiry, qualified, negotiation, or closed)","Payment not processed — x402 payment required before response","Empty evaluation_texts array — at least 1 evaluation text required"],"whenToPreferThis":"Choose this endpoint when you need a lightweight, local computation to detect text overlap or data leakage between a labelled lead-stage training set and a separate evaluation corpus, specifically using the four-class schema (enquiry, qualified, negotiation, closed). It is best suited for small datasets (up to 200 records) where no hosted model or foundation-model training is needed. Prefer it over general-purpose similarity APIs when you specifically need CRM lead stage leakage analysis at minimal cost ($0.01 USDC).","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T18:48:11.115Z","isFirstParty":false,"canonicalSlug":"lead-stage-training-evaluation-text-overlap-7e2c1d05"}