What the data for this category looks like
Party building learning data for the mining and mineral processing sector mainly comes from policy documents issued by the enterprise’s party committee, internal party lecture courseware, party member learning records, and superior party building deployment notices. The data update rhythm is fixed. Latest party building policy documents are synced monthly. Quarterly party lecture materials are updated every quarter. Temporary special study files are updated immediately upon release. Most documents are in doc or docx format. Their structure includes hierarchical section titles, body paragraphs, and attachment descriptions. Fields include document title, issuing unit, release date, and applicable party member scope. Some documents include standardized content such as study duration and assessment requirements.
What constraints these characteristics impose on the knowledge base retrieval and recall link
The multi-source and structured characteristics of mining and mineral processing party building data require retrieval and recall to accurately associate with the hierarchical section titles of documents. This avoids losing context-related information. The mixed fixed and temporary update rhythm requires the knowledge base to support incremental sync and real-time update mechanisms. This ensures that the latest policies are included in the retrieval scope in a timely manner. Doc/docx format documents retain complete section hierarchy after parsing. The retrieval link must prioritize recalling complete section fragments where matching content is located. This avoids breaking study context. The applicable scope field included in some documents can be used to target recall of study content for specific party member groups. The retrieval configuration must adapt to field filtering logic. This prevents recalling irrelevant content across scopes.
How to set the configurations
| Configuration Item | Recommended Setting | Rationale |
|---|---|---|
Similarity Threshold (similarity) | 0.75–0.85 | Matches the semantic similarity of party building policy text, avoids recalling irrelevant content, and covers core study knowledge points |
Single Search Limit (limit) | Top 6 entries | Party building study content for mining and mineral processing is mostly structured documents. A small number of recalled entries can cover core key points, avoiding context overload |
Search Mode (searchMode) | Precise Matching | Adapts to fixed terminology and section structure of party building documents, prioritizes recalling content with full semantic matching |
Rerank Switch (usingReRank) | Enabled | Reorders recalled results by semantic relevance, ensures the most relevant party building knowledge points are returned first |
Query Optimization (datasetSearchUsingExtensionQuery) | Enabled | Optimizes colloquial user questions to adapt to official expressions of party building policies, improving retrieval accuracy |
Associated Dataset ID (collectionIds) | Bound to exclusive party building study collection | Prevents mixing documents from other categories, ensuring the retrieval scope only covers mining and mineral processing party building related data |
Reference only; verify against the target FastGPT release and deployment documentation.
Three Common Mistakes
- Symptom: Non-party building mining and mineral processing production documents are included in RAG retrieval results. Cause: The
collectionIdsretrieval scope limit is not configured, leading to cross-dataset recall of irrelevant content. - Symptom: The AI response exceeds the knowledge base scope, generating party building policy content not included in the knowledge base. Cause: The
similaritythreshold filter is not enabled, or the threshold is set incorrectly, leading to recall of irrelevant semantic content. Or the knowledge base boundary verification mechanism is not enabled. - Symptom: When clicking "View Original Content" to download doc/docx files uploaded to the knowledge base, inaccessible links appear. Cause: The correct file storage domain name is not configured, or the interface permissions for file download are not enabled.
How to Verify Proper Configuration
- Upload one exclusive mining and mineral processing party building document. Submit a question that includes the core content of the document. Check whether the returned results only include relevant content from this document.
- Adjust the similarity threshold, observe changes in the number of recalled results, confirm that the threshold can effectively control the retrieval scope.
- Upload a doc format party building document. Submit a question that includes keywords from section titles. Check whether the returned results include the section title information of the document.
- Submit a question outside the scope of the party building knowledge base. Check whether the returned result prompts that the question cannot be answered, or only references content within the knowledge base.
The values listed above 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.