"Random Inspection and Public Disclosure" Regulatory Inspection Service Consultation and Response: Knowledge Base Retrieval and Recall

"Random Inspection and Public Disclosure" Regulatory Inspection Service Consultation and Response: Knowledge Base Retrieval and Recall

What Data Looks Like for This Category

The primary data for this category comes from the "Random Inspection and Public Disclosure" regulatory platform, enterprise credit information public disclosure system, industry regulatory systems, and law enforcement officer directory. Teams update this data monthly. Daily documents include inspection plans, inspection target lists, inspection item lists, on-site inspection records, rectification notices, and inspection result public disclosures. Core documents are inspection plans and inspection result public disclosures. Most inspections do not proceed to penalty procedures, so their business scenarios differ from penalty case file documents. Documents typically include fields such as inspection plan number, unified identifier of inspection targets, law enforcement officer number, inspection item category, and rectification requirements.

Constraints for Knowledge Base Retrieval and Recall

Monthly data updates require teams to align the knowledge base synchronization cycle with the regulatory data update schedule. This avoids recalling outdated inspection plans or unpublicized inspection results. Maintaining the inspection item and target library is the most time-consuming daily task. The knowledge base must support incremental synchronization to reduce resource consumption from full updates. Structural differences across multiple document types require setting differentiated recall weights for different documents. For example, the recall priority of inspection result public disclosures should be higher than internal on-site inspection records. For batch documents such as inspection target lists, teams must support precise matching by unified identifier. This avoids recalling incorrect regulatory targets. The field characteristics of the law enforcement officer directory require retrieval to associate law enforcement officer numbers and name information. This ensures consistency of law enforcement information.

Configuration Settings

Configuration ItemRecommended SettingRationale
similarity0.72–0.80Aligns with the density of specialized terminology in regulatory documents, to avoid recalling irrelevant inspection item or target information
limitTop 8 entriesCovers the inspection items, targets, and law enforcement officer information required for a single law enforcement task, while avoiding overly long context
searchModevectorMatches the mixed structured and unstructured characteristics of regulatory documents, prioritizing recall of semantically relevant law enforcement documents
usingReRankEnabledFor mixed recall results across multiple document types, reordering improves the ranking priority of core documents such as inspection result public disclosures
datasetSearchUsingExtensionQueryEnabledBased on the consultation scenarios of regulatory business, automatically expands synonymous terms related to law enforcement to improve recall coverage
collectionIdsBind the collection ID of the corresponding regulatory knowledge baseRestricts the retrieval scope to only documents related to random inspection and public disclosure from the current department, to avoid confusion with cross-department data

Three Common Misconfigurations

  • Retrieval results do not include expected inspection result public disclosure documents. Logs show the file names of recalled documents are not included in retrieval weight calculations. The cause is that a file name-based recall rule has not been configured, or core document file names have not been included in weight calculations.
  • When calling a chat application via API, returned content does not associate with knowledge base content. The cause is that the corresponding collectionIds have not been specified in API parameters, or the default trigger logic for knowledge base retrieval has not been enabled.
  • Retrieval index parameters cannot be adjusted directly via the retrieval test interface. The FastGPT v4.17.0 retrieval test interface only supports viewing recall results, so parameter adjustments must be completed in the content management page of the corresponding knowledge base.

How to Verify Proper Configuration

  • Enter a consultation question related to regulatory business, such as "What inspection items are included in this month’s inspection plan?", and check whether recall results include inspection plan documents for the corresponding month.
  • Call the API to initiate a retrieval request, and check whether returned results include documents within the specified knowledge base collection, and that document fields match the characteristics of this category.
  • Verify that after usingReRank is enabled, inspection result public disclosure documents rank higher than other non-core documents.
  • View knowledge base synchronization logs to confirm that monthly updated regulatory data has been successfully synchronized to the retrieval index.

The values provided here are common starting points, and should be evaluated against the reader’s own samples.

Question material comes from public community discussions. Configuration values are common starting points and should be measured against your own samples. Verified on 2026-09-28.