What the data for this category looks like
Publishing industry financial report data primarily originates from internal financial systems of publishing enterprises, public annual reports of listed entities, and segmented category statistics released by industry associations. Update cycles include annual, quarterly, and monthly. Annual reports are disclosed within four months after the end of the fiscal year. Quarterly reports are updated within one month after the end of the quarter. Internal management monthly data is synchronized in real time. The document structure centers on structured reports, including balance sheets, income statements, and cash flow statements. It also includes supplementary notes covering segmented publishing business items, such as single-book revenue, printing cost proportion, digital publishing subscription revenue, and more. Fields include per-copy book marginal profit, channel rebate rate, print run, and others. Common units are ten thousand yuan, thousand copies, and person-times.
What constraints these characteristics impose on tool calling and plugins
The multi-data-source nature of publishing financial reports requires tool calling to support mixed access to internal systems and public data sources. A whitelist must be configured to limit the scope of legitimate data sources. Different update frequency data requires corresponding cache strategies. Cache durations for monthly and annual data must be set separately. Unstructured content and structured reports coexist in financial report supplementary notes. Tool calling must support parsing mixed-format data. Preset mapping rules for fields specific to publishing business are required. The professional nature of segmented fields requires tool calling trigger logic to adapt to business scenarios, avoiding false or missed triggers.
Configuration Settings
| Configuration Item | Recommended Value | Rationale |
|---|---|---|
TOOL_CALL_TIMEOUT | 600 seconds | Publishing financial report data volume is large, requiring longer processing time for parsing and cross-data-source calls |
MAX_TOOL_CALLS_PER_ROUND | 3–5 times | Financial report analysis requires sequentially calling multiple tool links such as report extraction, note parsing, and field calculation |
PLUGIN_CACHE_TTL | 86400 seconds | The main update frequency of financial report data is monthly. Caching for one day reduces repeated pull overhead |
PARSE_STRUCTURED_FIELD_MAPPING | Map according to publishing financial report standard fields | Publishing financial reports have exclusive business fields. Preset mapping rules are required to ensure data extraction accuracy |
TOOL_TRIGGER_THRESHOLD | 0.7 | Distinguish whether user questions require tool calls, balancing trigger accuracy and coverage |
PLUGIN_DATA_SOURCE_WHITELIST | ["internal_finance", "public_report"] | Limit the scope of legitimate data sources to ensure the security and compliance of data calls |
The parameter values provided on this page are common recommended starting points 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.
Three common errors
- Phenomenon: Empty results are returned when calling public financial report data sources over the network. Cause: The data source whitelist for the network plugin is not configured, or the network permission switch is not enabled, resulting in tool call interception.
- Phenomenon: When connecting to PostgreSQL using a database connection plugin, a prompt pops up reading "Workflow verification failed, please check for missing or incomplete fields, and whether connections are normal". Cause: The dedicated database query field mapping for publishing financial reports is not configured, or table names and column names related to publishing business are not specified.
- Phenomenon: Tool call duration exceeds 10 seconds, causing obvious response delay. Cause:
TOOL_CALL_TIMEOUTis set too short, or plugin caching is not enabled, leading to repeated pulling of financial report data.
How to confirm the configuration is complete
- Enter the tool call configuration interface of the application, verify the
PLUGIN_DATA_SOURCE_WHITELISTconfiguration item, and confirm that it includes the legitimate data sources required for publishing financial report analysis. - Submit a test question covering segmented fields of publishing business, view the tool call log, and confirm that the plugin is correctly triggered and returns corresponding structured data.
- Verify the configuration of the database connection plugin, run a query statement for publishing financial reports for testing, and confirm that there are no workflow verification errors.
- Repeatedly trigger a call request for the same financial report data, view the tool call log, and confirm that caching has taken effect and reduced repeated pull operations.
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.