{"uid":"cap_AVTqbvVt5fPaVj9vNK6Hz","slug":"review-aspect-classification-supplied-group-evaluation-72b93188","name":"Review Aspect Classification — Supplied-Group Evaluation","description":"Review aspect - Supplied-group evaluation: Supplied-group evaluation for Review aspect. 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 supplied-group evaluation deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-review-aspect-group-evaluation?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual","predicted","group"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"group":{"type":"string","default":"","maxLength":80},"actual":{"enum":["performance","appearance","value","other"],"type":"string"},"predicted":{"enum":["performance","appearance","value","other"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"performance sample document number 0 for this supplied dataset.","group":"a","actual":"performance","predicted":"performance"},{"id":"example-0-1","text":"performance sample document number 1 for this supplied dataset.","group":"b","actual":"performance","predicted":"performance"},{"id":"example-0-2","text":"performance sample document number 2 for this supplied dataset.","group":"a","actual":"performance","predicted":"performance"},{"id":"example-1-0","text":"appearance sample document number 0 for this supplied dataset.","group":"a","actual":"appearance","predicted":"appearance"},{"id":"example-1-1","text":"appearance sample document number 1 for this supplied dataset.","group":"b","actual":"appearance","predicted":"appearance"},{"id":"example-1-2","text":"appearance sample document number 2 for this supplied dataset.","group":"a","actual":"appearance","predicted":"appearance"},{"id":"example-2-0","text":"value sample document number 0 for this supplied dataset.","group":"a","actual":"value","predicted":"value"},{"id":"example-2-1","text":"value sample document number 1 for this supplied dataset.","group":"b","actual":"value","predicted":"value"},{"id":"example-2-2","text":"value sample document number 2 for this supplied dataset.","group":"a","actual":"value","predicted":"value"},{"id":"example-3-0","text":"other sample document number 0 for this supplied dataset.","group":"a","actual":"other","predicted":"other"},{"id":"example-3-1","text":"other sample document number 1 for this supplied dataset.","group":"b","actual":"other","predicted":"other"},{"id":"example-3-2","text":"other sample document number 2 for this supplied dataset.","group":"a","actual":"other","predicted":"other"}],"maxItems":200,"minItems":2}}},"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_g0A9RqZuxqdz1Es29Rpuk","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":"Evaluates a supplied set of labeled text records (up to 200) for review aspect classification accuracy, broken down by user-defined group, using local naive-Bayes baselines and dataset tools.","exampleAgentPrompt":"Evaluate my review aspect classifier results — I have 120 labeled records split into groups 'a' and 'b', each with actual and predicted labels across performance, appearance, value, and other categories. Can you run a group-level evaluation and tell me how each group is doing compared to a naive-Bayes baseline?","exampleUseCases":[{"title":"Per-segment classifier audit for product reviews","prompt":"I've got 150 labeled product review records tagged as performance, appearance, value, or other — each record also has an actual label and my model's predicted label, and they're split into two retailer groups. Can you run a group evaluation so I can see which retailer segment my classifier is weakest on?"},{"title":"Naive-Bayes baseline comparison for aspect model","prompt":"I want to compare my review aspect model's predictions against a naive-Bayes baseline. I have 80 records with actual and predicted aspect labels grouped by region. Can you evaluate them and show me group-level accuracy?"},{"title":"QA check on aspect labeling across annotator groups","prompt":"We have 200 text records that two annotator groups labeled with aspect categories — performance, appearance, value, or other — and a model also made predictions. Can you evaluate how well each annotator group aligns with the model predictions using a group breakdown?"}],"resultDescription":"Returns a group-level evaluation report covering classification metrics (such as accuracy, per-class breakdowns, and confusion data) for each supplied group, along with naive-Bayes baseline comparisons, for up to 200 labeled records across the four aspect categories: performance, appearance, value, and other.","failureModes":["More than 200 records supplied — request rejected or truncated","Missing required fields (id, text, actual, predicted, group) on any record — validation error","Invalid enum value for actual or predicted (must be performance, appearance, value, other) — schema error","Empty records array — no evaluation possible","Payment not included or insufficient USDC — 402 response"],"whenToPreferThis":"Choose this endpoint when you need a lightweight, low-cost group-level evaluation of a text classifier for review aspect categories (performance, appearance, value, other) on a small labeled dataset (up to 200 records), especially when you want per-group metrics and a naive-Bayes baseline without standing up a hosted model or using a foundation model.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T19:09:59.584Z","isFirstParty":false,"canonicalSlug":"review-aspect-classification-supplied-group-evaluation-72b93188"}