What the data for this category looks like
The data sources for professional services investment research mainly include publicly available broker research reports, industry association statistical documents, regulatory agency disclosure announcements, and customized customer survey data. Update cycles vary significantly by data source type: regulatory announcements follow statutory release cycles, broker research reports are updated weekly, monthly, or quarterly, and customized survey data is generated on demand.
Individual documents have a fixed structure, including modules such as report title, issuing institution, release date, industry classification, core data tables, and risk warnings. Fields include standardized professional attributes like report numbers, revenue units, and valuation multiples. Paragraph hierarchy is clear, with content modules divided by chapter numbers.
What constraints these characteristics impose on the citation source and traceability workflow
Decentralized, diverse data sources require the traceability workflow to support unified identification and display of multi-source metadata. Large differences in update frequencies demand precise matching of document versions during incremental updates, to avoid citing outdated content.
Documents have a fixed structure but specialized fields. Citations must extract specific metadata instead of broadly displaying document names. They also need to support paragraph-level anchoring to locate specific analysis content.
Citations in professional service scenarios must meet compliance requirements. They require clear labeling of the original issuing entity and release time. Some customers also need to jump to the corresponding chapter of the original document. The traceability workflow must balance information accuracy and jump availability.
How to Configure the Settings
| Configuration Item | Recommended Value | Rationale |
|---|---|---|
recall count | Top 8-12 entries | Professional services investment research scenarios require sufficient reference materials, while avoiding content redundancy from excessive citations |
similarity threshold | 0.75-0.85 | Filter low-relevance non-professional content, retaining investment research information highly matched to the query |
citation field whitelist | ["issuing institution", "release date", "report number", "document title"] | Only display core traceability metadata for investment research documents, meeting compliance and information clarity requirements in professional scenarios |
paragraph anchoring toggle | Enabled | Support locating specific chapters and paragraphs of the original document, meeting the precise traceability needs of investment research scenarios |
traceability link generation toggle | Enabled | Generate jumpable links to original documents, allowing professional users to directly access complete content |
local file reference validation toggle | Enabled | Validate the existence of local original files, preventing false citations when no source file is present |
The parameter values provided on this page are common recommended starting points for configuration setup. Actual values are affected by material format, data volume, and business rules. Specific issues require targeted analysis, and it is recommended to test against your own samples before finalizing settings.
Three Common Mistakes
- Symptom: The local knowledge base displays citation sources without uploading the original source files. Cause: The
local file reference validation toggleis not enabled, causing the system to directly call cached metadata without verifying the actual existence of the original file. - Symptom: Irrelevant industry citation content appears during hybrid retrieval. Cause: The
citation field whitelistis not configured, and metadata for non-target industries is not filtered, resulting in low-relevance documents being recalled and displayed. - Symptom: An error occurs when calling knowledge base citation variables in the application, with abnormal return result formats. Cause: The traceability access permission for the corresponding application is not enabled in
knowledge base permission configuration, or the variable format does not comply with the{{kb_ref.[doc_id].[field]}}specification, causing variable parsing failure.
How to Confirm the Configuration is Correct
- Upload a standard investment research report to the knowledge base, trigger a retrieval, and check the citation panel in the returned results to confirm that the displayed metadata includes the preset whitelist fields.
- Enter a query term unrelated to the target industry, confirm that the number of citations in the retrieval results matches the
recall countconfiguration, and that there is no invalid citation content. - Click the jump link of the citation source, confirm that it directly opens to the corresponding chapter and paragraph of the original document.
- Enter a test prompt containing citation variables in the application debugging interface, confirm that the return result has correct citation formatting and no error logs.
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.