Multi-turn Dialogue and Prompt Engineering for Agrochemical Product Financing Daily Reports

The data for agrochemical product financing daily reports comes primarily from publicly disclosed information from the China Agrochemical Industry

What the data for this category looks like

The data for agrochemical product financing daily reports comes primarily from publicly disclosed information from the China Agrochemical Industry Association, temporary announcements of listed agrochemical enterprises, and third-party agricultural input industry databases. Data is updated daily, with same-day financing events summarized and released the following morning. Each daily report document is ordered by the timeline of financing events. Each entry includes 7 fields: full name of the financing subject, financing round, financing amount, investor list, financing completion date, core category (such as herbicides, biopesticides, slow-release fertilizers), and registered location. Financing amount units are uniformly ten thousand yuan or hundred million yuan. The date field uses the YYYY-MM-DD standard format, and the financing round field follows general venture capital industry naming rules.

How These Characteristics Impact Multi-turn Dialogue and Prompt Engineering

The multi-field structured nature of agrochemical financing daily reports requires that multi-turn dialogue contexts be limited to only same-day agrochemical financing events, to avoid redundant information interference across categories or dates. The daily update rhythm requires prompts to explicitly specify retrieval of the same-day aggregated dataset, to prevent mixing in historical non-same-day data. The sub-attributes of core category fields (such as biopesticides, slow-release fertilizers) requires prompts to accurately match agrochemical sub-category keywords, to avoid confusion with other basic chemical categories. The unit difference in financing amounts requires prompts to either uniformly convert to a specified unit or explicitly retain the original unit format, to prevent deviations in numerical comparisons. The multi-investor attribute of the investor list requires multi-turn dialogue to support filtering specific types of investors such as state-owned capital and private equity based on user needs.

Configuration Settings

Configuration ItemRecommended ValueRationale
maxContext8000–12000 charactersAdapts to the average length of a single agrochemical financing daily report document, avoiding context overflow and loss of key financing event information
Recall countTop 6 entriesSingle-day agrochemical financing events typically do not exceed 10, limiting to the top 6 ensures core information is not diluted by redundant content
Similarity threshold0.75–0.85Filters search results unrelated to the agrochemical financing theme, preventing mixing in financing data from other industries
rerankTopN3–5Addresses the precise matching requirement for agrochemical category sub-fields, limits the number of entries returned after reranking to ensure dialogue response speed
PROMPT_VAR_POLICYBind by variable nameSupports passing dynamic variables such as financing date and category keywords via API, adapting to customized queries for different scenarios
PARSE_FILE_TIMEOUT_SECONDS300 secondsAdapts to the parsing duration of bulk agrochemical financing daily report documents, avoiding parsing timeout due to long document length

The parameter values provided on this page are conventional recommendations used as a starting point for configuration. Actual values are affected by material form, data volume, and business rules. Specific issues require case-by-case analysis, and it is recommended to test on your own samples before finalizing.

Three Common Misconfigurations

  • The rerank model's reranked results are not displayed in the conversation details page. Cause: The log reporting switch for the rerank function is not enabled in the RAG configuration, or the rerank model's API call does not carry correct authentication parameters.
  • Dynamic variables set in the prompt do not take effect, and the returned content is unrelated to the preset variables. Cause: Variable names are not bound according to the configuration rules of PROMPT_VAR_POLICY, or key-value pairs of variables are not correctly passed during API calls.
  • Agrochemical category keywords entered by users in multi-turn dialogue are not correctly extracted, triggering a default reply and making further interaction impossible. Cause: The prompt does not explicitly specify the agrochemical sub-category field to be extracted, or the matching threshold of the text extraction node is set too high, leading to keyword matching failure.

How to Confirm the Configuration is Correct

  • Upload a single agrochemical financing daily report document, trigger a conversation query, and check if the returned results only include same-day agrochemical financing events.
  • Call the API to pass custom variables (such as specifying the category as biopesticides), verify that the returned results only include financing events of the corresponding category.
  • View the RAG recall log in the conversation details page, confirm that the rerank model's call records and returned number of entries meet the configuration requirements.
  • Manually adjust the similarity threshold, test the change in the number of recall results under different thresholds, and confirm that the configuration takes effect.

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.