Declaration Materials and Case Review for Government and Enterprise Informatization Services: Multi-turn Dialogue and Prompt Engineering

Declaration Materials and Case Review for Government and Enterprise Informatization Services: Multi-turn Dialogue and Prompt Engineering

What Data for This Category Looks Like

Data for declaration materials and case review in government and enterprise informatization services comes from three main sources: structured forms uploaded via government declaration systems, archived offline-scanned paper materials, and electronic case files of completed government affairs cases. Data updates follow project batches and case completion cycles. A single declaration package includes multi-page mixed-format content, with both structured fields and unstructured text. Fields include the unified social credit code of the declaring entity, project number, submission time, review status, and more. Units include pages, character count, amount (yuan). Some case data includes historical review records and approval documents.

Data in this category is mostly mixed-format and tied to a unique project identifier. Multi-turn dialogue must bind the project number using chatId to prevent cross-project context confusion. The text length of single declaration materials and cases varies significantly. Limit the retained conversation turns and character length of the messages context to avoid overly long history slowing down responses. Structured fields have clear format verification requirements. Prompt engineering must inject dynamic parameters via variables. Response formats must match the standardized output requirements of government affairs review to support subsequent data entry. Case review requires association with historical records, so the dialogue context must retain information from key review nodes.

Configuration Settings

Reference only; verify against the target FastGPT release and deployment documentation.

Configuration ItemRecommended SettingRationale
chatIdBind the project's unique number, formatted as [Department Code]-[Year]-[Serial Number]Government and enterprise declaration projects use unified identifiers to avoid cross-session confusion and ensure historical records are tied to the current project
messagesRetain the most recent 15-20 conversation turns, truncate historical content exceeding 10000 charactersMulti-round review conversations have many turns; overly long history consumes model computing resources and reduces response speed
variablesInject the current date variable, unified social credit code of the declaring entity, and project numberSupport dynamic generation of signature dates and field format verification, and comply with standardized government affairs review requirements
Maximum context length8000–12000 tokenMatch the text length of single declaration materials and cases, while preserving key information in the conversation context
Response format verificationEnable JSON schema verification to match required declaration material fieldsEnsure review results align with government affairs system data entry format requirements, reducing manual post-processing

Three Common Misconfigurations

  • After enabling JSON schema verification, the review result fails to match the declaration field format and returns a format error. The root cause is that required declaration material fields (such as unified social credit code, project name) are not included in the schema rules, leading to verification failure.
  • Multi-turn dialogue response time exceeds 600 seconds, which is several times slower than workflow debugging. The root cause is that the number of retained conversation turns and character count of messages are not limited, and overly long historical context consumes model computing resources.
  • When reopening a conversation, automatic reply content is empty and historical records are lost. The root cause is that chatId is not bound to the project's unique identifier, and the conversation context is not stored in association with the declaration project, resulting in session reset.

How to Verify Proper Configuration

  • Initiate a test conversation, input a fragment of simulated declaration materials, and check if the reply includes preset field verification logic.
  • View the chatId parameter of the session, and confirm it fully matches the unique number of the current declaration project.
  • Trigger signature date generation, and check if the reply correctly uses the system-provided current date variable.
  • Initiate multiple consecutive conversations, and check if the messages context is retained according to the configured number of turns, with no abnormal truncation.

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.