Public Data Catalog and Open Data: Declaration Materials and File Review - Multi-turn Dialogue and Prompt Engineering

Public Data Catalog and Open Data: Declaration Materials and File Review - Multi-turn Dialogue and Prompt Engineering

What this category of data looks like

This category draws core data from local public data open platforms, integrated big data platforms, departmental business databases, and electronic credential repositories. Daily documents include public data resource catalogs, data open lists, data item descriptions, desensitization rules, interface documents, and update frequency descriptions, all in structured formats. These documents contain fields such as data item identifiers, open permissions, desensitization rule versions, interface call addresses, and update cycles. Data updates follow a monthly schedule, with no large volumes of unstructured free text. Fields and units adhere to unified government data governance specifications.

Constraints imposed on multi-turn dialogue and prompt engineering

Since data updates occur monthly, multi-turn dialogue must prioritize calling the latest catalog data to avoid referencing expired information that causes review errors. Since data primarily uses structured fields, prompt engineering must clearly define extraction rules to ensure accurate identification of fields such as data item codes, open conditions, and desensitization requirements. Since data sources are scattered across multiple platforms, multi-turn dialogue must gradually guide users to clarify parameters including data providing entities and interface types, to avoid ambiguous queries. Since desensitization rules and interface documents are core review content, conversation context must fully store relevant fields to enable traceable file reviews. This configuration uses FastGPT v4.17.0.

Configuration Settings

Configuration ItemRecommended PracticeRationale
variablesPredefine 12 core field variables (data item code, open entity, desensitization level, etc.)Match structured fields in daily documents to reduce variable extraction errors
messagesRetain the most recent 20 turns of conversation contextEnsure the latest monthly updated data is referenced in conversations, avoiding expired information
Context window size8000–12000 tokenAccommodate content from multiple interface documents and desensitization rules, supporting full process recording for file review
chatIdEnable session ID binding and log storageEnsure conversation records for file review are traceable, facilitating issue troubleshooting
Maximum retry attempts3Address query delays from cross-departmental data sources, preventing dialogue interruptions

Three common configuration errors

  • Issue: Extracted public data item fields (such as data item code, desensitization rules) are empty, or expired catalog data is matched. Cause: No variables extraction rule is preset for structured fields in public data catalogs, and prompt engineering does not clearly specify extraction requirements for structured fields.
  • Issue: No corresponding text is generated after voice input, and the session does not respond. Cause: No voice-to-text binding parameters are configured, and session state verification for chatId is not enabled.
  • Issue: Complete open condition parameters still cannot be obtained after multi-turn dialogue, leading to review failure. Cause: No guided prompt engineering is implemented, and parameters such as data providing entities and interface permissions are not gradually confirmed in dialogue via variables.

How to verify configuration completion

  • Initiate a test session, input "Query the public data open catalog of XX department", and verify that extracted variables include preset fields such as data item name and open entity.
  • Upload a voice test file, verify that corresponding text content is generated in the session, and that voice-to-text records are correctly stored in messages.
  • Simulate a monthly data update scenario, input "Query the latest public data open list", and verify that returned content matches the preset latest catalog data.
  • Confirm that the configuration enables chatId session log storage, to ensure conversation records for file review are traceable.

The values provided are common starting points and should be measured 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.