What the data for this category looks like
Specialized equipment research report data for the financial sector primarily comes from industry association public reports, official manufacturer product manuals, and third-party specialized machinery special research reports. Update cycles adjust based on manufacturer new product launches and industry research timelines, with no fixed daily update frequency. Most individual documents use structured formatting, including fields such as equipment model, core parameters, test conditions, application scenarios, release date, and issuing institution. Parameter fields typically include standardized units, such as rated power kW, operating radius m, and rated pressure MPa.
Constraints Imposed by These Characteristics on Citation Source and Traceability
The structured parameter features of specialized equipment research reports require traceability to accurately locate the original text paragraph corresponding to a specific parameter. Generalized full-paragraph citations should be avoided. Differences in report formats across multiple sources require the traceability system to adapt to document layouts from different institutions, and accurately extract metadata such as issuing institution and release date. The lack of a fixed update rhythm requires regular synchronization of the latest product data released by manufacturers to prevent citing outdated information. Individual documents focus on equipment performance details, so support for recalling corresponding original text fragments via parameter keywords is necessary. Full-document matching methods should not be used.
Configuration Settings
| Configuration Item | Recommended Setting | Rationale |
|---|---|---|
chunkSize | 800–1200 characters | Specialized equipment research report parameters are mostly structured fragments. This length can cover a single set of parameters and their corresponding descriptions, avoiding overly fine splitting that causes traceability misalignment |
rerankTopN | Top 3–5 results | The parameters of specialized equipment research reports have strong correlation. Retaining 3-5 items after reranking can cover core citation sources and reduce redundancy |
sourceRefreshInterval | 7 days | Specialized equipment research reports have no fixed update cycle. Refreshing every 7 days can synchronize the latest product data released by manufacturers and avoid citing outdated content |
similarityThreshold | 0.75–0.85 | The keyword matching accuracy requirements for specialized equipment parameters are high. A threshold that is too low will introduce irrelevant reports, while a threshold that is too high will result in insufficient recall |
quoteStyle | Append at end of paragraph | Complies with research report reading habits. Attach citation sources at the end of the corresponding parameter description paragraph |
shareQuoteEnable | Enabled | Citation traceability capability must be retained in login-free scenarios to meet the needs of external users to view the original text |
The parameter values given on this page are common recommendations used as a starting point for configuration. Actual values are affected by material form, data volume and business rules. Specific issues require specific analysis. It is recommended to test on your own samples before finalizing settings.
Three Common Configuration Mistakes
- Issue: When accessing a login-free shared link, the citation button is visible but clicking it fails to jump to the original text. Cause: The
shareQuoteEnableconfiguration is not correctly associated with the shared link, or there is a configuration synchronization bug in FastGPT 4.9.6. - Issue: After deploying FastGPT 4.9.7, no citation source annotations are displayed at the end of knowledge base answer paragraphs. Cause: The
quoteStyleconfiguration is not set to append at end of paragraph mode, or front-end rendering adaptation is not completed. - Issue: Timeout errors occur when retrieving specialized equipment research reports, returning a
504 Gateway Timeoutstatus code. Cause: ThereferenceTimeoutconfiguration value is too short, or the number of recall items is set too high, causing slow source data loading.
How to Confirm Configuration is Correct
- Enter the application configuration page, check the current settings of each core configuration item, and confirm they match the preset configuration.
- Generate a login-free shared link, access it, and test clicking the citation button to confirm it can jump to the corresponding original text fragment.
- Submit a query containing specific parameters of specialized equipment, and check if corresponding source annotations are attached at the end of the answer.
- Adjust
similarityThresholdto the target range, and test whether the number of retrieved research reports meets expectations.
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.