Knowledge Base Retrieval and Recall for Residential Development Financing Daily Reports

Data for residential development financing daily reports comes primarily from three sources: internal capital supervision ledgers of real estate

What the data for this category looks like

Data for residential development financing daily reports comes primarily from three sources: internal capital supervision ledgers of real estate enterprises, daily credit feedback documents from cooperating commercial banks, and project capital disclosure platforms of local housing and construction authorities. Data is synchronized at fixed daily times. Cross-regional project remote supervision data may have a 1 to 2 hour delay. Each daily report document includes fields such as project filing number, plot location, total development loan credit line, daily capital revenue and expenditure details, remaining available quota, supervision account balance, and more. Units are uniformly ten thousand yuan and square meters.

Constraints on Knowledge Base Retrieval and Recall

Multi-source heterogeneous data requires the knowledge base to support unified field mapping across data sources, to avoid format conflicts during retrieval. The daily update rhythm requires incremental synchronization intervals to not exceed the data production delay duration. Otherwise, recall results will lag. Structured quota and filing number fields require the retrieval chain to support exact matching and numeric range filtering. Cross-regional project remote data delay requires prioritizing locally latest synchronized data entries during recall.

Configuration Settings

Configuration ItemRecommended SettingRationale
UPLOAD_FILE_MAX_SIZE1500 MBBulk CSV or packaged documents for a single residential development financing daily report typically do not exceed 400 MB, with reasonable upload buffer reserved
PARSE_FILE_TIMEOUT_SECONDS900 secondsDaily reports for large cross-regional projects may include multi-page details, requiring sufficient time for field parsing and text splitting
chunk_size800–1200 charactersMost daily report fields are structured numerical values and brief descriptions. Segment length is matched to field length to avoid context breaks
top_kTop 8 entriesValid entries for residential development financing daily reports typically concentrate in the first few project-related entries. Excessive recall will introduce irrelevant data
similarity_threshold0.72–0.85Need to distinguish retrieval requirements for exact matching (such as project numbers, quotas) and fuzzy descriptions. A threshold that is too low will introduce redundant results
rerank_top_nTop 3 entriesCore financing data has high relevance priority. The most relevant entries are retained after reranking for downstream calls

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 case-by-case analysis. It is recommended to test against your own samples before finalizing settings.

Three Common Configuration Mistakes

  • Symptom: When uploading a CSV file with long project descriptions, the system displays the error "Question length exceeds 8000 character limit". Cause: The default configuration of the MAX_QUESTION_LENGTH parameter was not adjusted, and it was not adapted to the long text entries of residential development financing daily reports.
  • Symptom: Calling the /api/kb/content interface returns a 415 Unsupported Media Type error. The docx file can be downloaded normally when accessing the corresponding link in a browser. Cause: The interface request header did not correctly set the matching Content-Type, or the incoming document parsing format is not supported by the knowledge base.
  • Symptom: Retrieval results do not include the day's updated financing daily report data after local deployment. Cause: The increment_sync_interval parameter was not configured to an interval of less than 1 hour, and it did not match the daily update rhythm of the daily reports.

How to Verify Correct Configuration

  • Upload a single test CSV file containing more than 10 project details, check that the upload progress and parsing logs have no timeout or format error prompts.
  • Initiate a retrieval request containing a specific project filing number, verify that the recall results include the corresponding entry and the sorting matches the configured expectations.
  • Adjust the similarity_threshold to the boundary values of 0.7 and 0.9, verify that the number of recall results changes with the threshold in line with configuration logic.
  • Wait for one full incremental synchronization cycle, check whether the knowledge base contains the latest financing daily report data.

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.