Tool Calling and Plugins for Air Pollution Control Research Report Retrieval

Air pollution control research report data primarily comes from publicly available monitoring datasets released by ecological environment authorities

What the data for this category looks like

Air pollution control research report data primarily comes from publicly available monitoring datasets released by ecological environment authorities, special research reports published by industry associations, and on-site testing reports from third-party environmental monitoring institutions. Data updates follow a fixed rhythm: monthly spot monitoring data synchronization, quarterly industry trend research report updates, and annual governance effectiveness summary report releases. Document fields include monitoring spot code, monitoring time period, pollutant concentration value (unit: μg/m³), governance technology parameters, project investment and operation and maintenance costs, etc. Some research reports include regional air quality change trend charts and details of implemented cases.

Constraints imposed on tool calling and plugins by these data characteristics

The data characteristics of air pollution control research reports impose multiple constraints on the tool calling and plugins workflow. Monitoring spot code and time period fields require precise spatial and temporal filtering parameters to be included during tool calls; otherwise, invalid data from unrelated regions or time periods will be returned. Single quarterly or annual research reports can reach tens of thousands of characters in length. The context processing capability of tool calls must support long text parsing to avoid truncation of critical governance technology details. Pollutant concentration values use a unified unit of μg/m³. Tool plugins must pre-configure unit verification logic to prevent result errors caused by unit conversion deviations. Research reports from different sources have custom field differences. Tools must support dynamic field matching to meet format compatibility requirements for multi-source data.

How to set configurations

Configuration ItemRecommended SettingRationale
tool_call_timeout120 secondsLong text parsing and multi-source data aggregation for air pollution control research reports require sufficient response time to avoid premature truncation of content due to timeout
max_context_length8000–12000 charactersThe core content of a single quarterly research report is approximately 6000 characters. This range reserves enough context space to accommodate multiple retrieved research report fragments
retrieve_top_kTop 6 resultsRetrieval results for air pollution control research reports need to cover different monitoring spots and technology directions. 6 results balance information richness and content redundancy
unit_verify_enableEnabledPollutant concentration values in air pollution control research reports use a unified unit of μg/m³. Enabling unit verification prevents unit conversion errors across different data sources
plugin_dynamic_field_matchEnabledAir pollution control research reports from different sources have custom fields. Dynamic matching adapts to format differences across multi-source data
stream_output_enabledConfigured as neededDisable stream output when quickly returning retrieval result summaries. Enable stream output when displaying research report content segment by segment

The parameter values provided on this page are common starting points for configuration. Actual values are affected by material form, data volume, and business rules. Specific issues require case-by-case analysis. It is recommended to test on your own samples before finalizing settings.

Three common misconfigurations

  • Symptom: No content returned by tool calls. Cause: A reasonable tool_call_timeout parameter was not set. The system terminated the process before long text research report parsing was completed.
  • Symptom: Excessively slow text output during API calls. Cause: Stream output was not disabled, and the reasonable length of returned segments was not adjusted, leading to sequential pushing of a large number of small content fragments.
  • Symptom: Fields returned by tool calls do not match the actual fields in research reports. Cause: The plugin_dynamic_field_match configuration was not enabled. Only research report data in fixed formats is supported, and custom fields cannot be recognized.

How to confirm proper configuration

  • Submit a research report retrieval request for a specified monitoring spot and time period, and verify that the spatial and temporal range of the returned results fully matches the request parameters.
  • Check the tool call operation logs to confirm that the unit verification logic is active, and all returned pollutant concentration values use the μg/m³ unit.
  • Import air pollution control research report data from different sources, and verify that the tool can automatically identify and match custom fields to return valid retrieval results.
  • Toggle the enabled and disabled states of the stream output function, and verify that the output form and speed meet preset business requirements.

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.