What Data for This Category Looks Like
Insurance financial report data is primarily sourced from annual reports, quarterly reports, and interim special announcements officially disclosed by insurance companies. It is updated concurrently on regulatory-mandated disclosure platforms and company official websites. Document structures typically include business operation overviews, core financial statements, reserve fund provision explanations, and solvency-related sections. Core fields include underwriting premiums, investment income, net assets, claim payouts, reserve fund balances, and others. All values use Renminbi as the pricing unit. Data updates follow fixed annual and quarterly cycles. Major business changes will trigger interim disclosures.
Constraints Imposed on Multi-turn Dialogue and Prompting
The multi-chapter structure and specialized fields of insurance financial reports require multi-turn dialogue to retain contextual associations between fields, to avoid confusion across segments. The fixed update rhythm requires prompts to explicitly limit data sources to the latest disclosed annual or quarterly reports. Interim announcements must be marked as having higher priority than regular reports. A large number of segmented fields require explicit distinction from non-insurance financial indicators in prompts, to prevent the model from misusing general financial report logic. The long document structure requires the dialogue stage to limit effective recalled content within the context window, to avoid redundant information interfering with core indicator extraction.
Configuration Settings
| Configuration Item | Recommended Value | Rationale |
|---|---|---|
maxContext | 8000–12000 characters | Single insurance financial report documents often exceed 10,000 words. This setting retains contextual associations of key report fragments during multi-turn dialogue, to avoid truncating core indicators |
recall count | Top 3–5 entries | Insurance financial report fields are segmented and highly correlated. Too many recalled entries will introduce irrelevant section information, reducing the accuracy of indicator extraction |
similarity threshold | 0.75–0.85 | Precise matching of insurance-specific fields in financial reports is required. A threshold that is too low will introduce unrelated financial documents, while a threshold that is too high may miss key indicator fragments |
chunk length | 1500–2000 characters | Insurance financial reports have clear chapter divisions. Chunking must match natural chapter boundaries, to avoid splitting indicator explanations across chapters |
PARSE_FILE_TIMEOUT_SECONDS | 300 seconds | Parsing large insurance annual report documents takes significant time. This setting reserves sufficient time for text splitting and vector generation |
LLM_MAX_TOKENS | 4000–6000 | Multi-turn dialogue requires integrating multiple segments of financial report data to generate analysis results. This setting reserves sufficient token space for model output |
The parameter values provided on this page are common recommended starting points for configuration. Actual values are affected by material format, data volume, and business rules. Specific issues require individual analysis. It is recommended to test on your own samples before finalizing settings.
Three Common Errors
- A 500 error is returned when importing insurance financial report documents. Cause: The BGE model deployed via Ollama fails to complete vector generation before timing out during long document parsing, triggering a service error.
- Financial report analysis content returned during multi-turn dialogue is truncated. Cause: The
maxContextandLLM_MAX_TOKENSparameters are not adjusted. Exceeding the model's context window limit causes intermediate fragments to be truncated. - The model confuses insurance financial report indicators with those of other financial categories. Cause: Prompts do not explicitly limit the analysis target to insurance industry financial reports, and do not distinguish between general financial indicators and insurance-specific fields.
How to Verify Configurations Are Correct
- Upload a single insurance annual report with more than 50 pages. Check that the parsing progress bar completes and no 500 errors are returned.
- Initiate two consecutive dialogue turns. First ask for overall underwriting premiums, then follow up to ask for claim payouts in the life insurance segment. Confirm that the model can associate context to extract the corresponding fields.
- Adjust the
similarity thresholdto the specified range. Test that recalled results only include relevant fragments of insurance financial report-specific fields. - Enter the dialogue management page, attempt to delete a single historical dialogue. Confirm that the operation completes normally with no errors.
Question material comes from public community discussions. Configuration values are common starting points and should be measured against your own samples. Verified on 2026-09-14.