What the Data for This Category Looks Like
Automated equipment data sources include factory inspection reports, real-time operation logs, supplier technical manuals, industry compliance inspection documents, and operation and maintenance inspection records. Update cycles vary significantly. Operation logs are updated in real time or hourly. Factory documents and technical manuals receive static version updates. Operation and maintenance inspection records are updated quarterly or monthly. Each document includes fields such as equipment model, serial number, rated power, operating speed, inspection items, maintenance time, and compliance level. Most field units are physical units like kW, r/min, hours, and MPa. Some documents have multi-version iteration records.
Constraints on Citation Sources and Traceability
Multiple data sources have varying update cycles. The traceability process must distinguish refresh periods for different sources. This prevents citing expired operation logs or outdated factory reports. Industry-specific fields and units require precise matching of core fields like equipment model and parameter units during traceability. This avoids mixing inspection data from different devices. Long technical parameter sections need contextual association during segmented recall. This prevents splitting the complete basis for a single inspection item. Due diligence scenarios require clear compliance traceability. Citation sources must include key information such as equipment identification and inspection time. This ensures due diligence reports are verifiable.
Configuration Settings
| Configuration Item | Recommended Value | Rationale |
|---|---|---|
maxRecallNum | Top 8-12 entries | Automated equipment documents contain multi-dimensional technical parameters. Sufficient recall is needed to cover core due diligence basis |
similarityThreshold | 0.72-0.85 | Equipment parameters have industry terminology differences. A threshold that is too low will introduce irrelevant equipment documents. A threshold that is too high will miss compliance inspection reports |
rerankTopN | Top 5 entries | Due diligence reports need to focus on core basis. Excessive recall results increase reading burden |
parseChunkSize | 800-1200 characters | Equipment technical documents contain long parameter descriptions. Segments that are too long lose context. Segments that are too short split complete content of the same inspection item |
displaySourceFields | ["设备型号", "检测日期", "文档版本"] | Due diligence traceability requires clear equipment identification, inspection time and document version to ensure compliance traceability |
sourceRefreshInterval | Operation logs set to updated hourly, operation and maintenance reports set to updated monthly | Matches actual update cycles of different data sources to avoid citing expired data |
The parameter values provided 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, and it is recommended to test on your own samples before finalizing.
Three Common Mistakes
- Phenomenon: Non-target model automated equipment document citations are mixed in returned results. Cause: The
similarityThresholdis set below 0.7, and the recall logic does not filter parameter data from irrelevant devices. - Phenomenon: A citation source list is forcibly attached at the bottom of the conversation and cannot be hidden. Cause: The
showReferenceconfiguration is not set tofalse, and it is displayed by default even when the due diligence report does not require public traceability links. - Phenomenon: Equipment serial number or compliance inspection item fields are missing in citation sources. Cause: The
displaySourceFieldsconfiguration does not include equipment identification fields, resulting in incomplete traceability information.
How to Confirm Proper Configuration
- Upload an automated equipment factory inspection report labeled with equipment model and inspection date, initiate a query including "the rated power of this equipment", and check that the citation sources of the returned results include the configured
displaySourceFields. - Adjust
similarityThresholdto 0.8, initiate a mixed query involving multiple model devices, and check that the recall results only include documents of the target model. - View the source data refresh configuration of the knowledge base, and check that the refresh cycle of operation log data sources matches the hourly update setting.
- Initiate two progressive queries: first confirm the equipment model, then query the compliance level of this equipment, and check that the citation sources of the second query only associate the equipment documents confirmed in the first query.
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.