What the Data for This Category Looks Like
Data for medical device financing daily reports comes from public pharmaceutical and biotech industry financing monitoring databases, as well as official announcements from listed and unlisted companies. Updates are released every business day, covering same-day and recent financing activity in the medical device sector. Each document is a collection of financing entries, with fields including financing entity name, medical device segment, financing amount, investor entity, financing round, and information release date. Amount units are RMB ten thousand yuan or RMB hundred million yuan. Date fields use the standard YYYY-MM-DD format, with no custom identifiers added.
Constraints on Multi-turn Dialogue and Prompt Engineering
Medical device financing daily reports include differentiated fields such as medical device segments and amount units. Multi-turn dialogue must track user-specified segments, time ranges, and other parameters to avoid repeating basic questions for each query. Financing information fields have high similarity. If prompts do not clearly define retrieval conditions, the model may retrieve irrelevant financing data from other pharmaceutical segments. Documents are structured by date aggregation, so multi-turn dialogue must support users switching time ranges, and ensure retrieved documents match the current session’s time context. Additionally, varying amount units may cause the model to mix up statistical calibers. Prompt engineering must standardize unit recognition logic.
Configuration Settings
| Configuration Item | Recommended Value | Rationale |
|---|---|---|
Recall count | Top 8-12 entries | Medical device financing daily reports have many individual financing entries. Too many entries will exceed the context window limit. Too few entries will miss key financing records |
Similarity threshold | 0.72-0.80 | Financing information has high field similarity. A threshold that is too low will retrieve irrelevant industry financing data. A threshold that is too high will miss matching segment entries |
maxContext | 6000-8000 characters | Aggregated medical device financing daily reports have a long total length. Sufficient context must be retained to support context tracking for multi-turn dialogue |
Chunk size | 800-1200 characters | Individual financing records have moderate information density. Segmenting entries facilitates precise retrieval of corresponding items, and avoids semantic fragmentation from overly long segments |
Rerank result count | Top 3-5 entries | Users typically focus on the latest or highest-matching financing updates. Reordering displays core results first, reducing user information screening costs |
system_prompt | Fixed specification to extract parameters for medical device segments, financing amount units, and time ranges | Unified model recognition standards for data fields are required to avoid field confusion or statistical caliber deviations in multi-turn dialogue |
Custom Prompt Configuration | Enabled for versions V4.9.0 and above | Advanced configuration functions are not available in versions V4.8.22 and earlier. Only basic parameter adjustments are supported |
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. Analyze specific issues on a case-by-case basis, and test on your own samples before finalizing settings.
Three Common Mistakes
- Phenomenon: When calling the API with the chatId parameter, the corresponding user identifier does not appear in the conversation log. Cause: The session association field for chatId was not correctly included in the API request, or the current version does not support chatId log binding.
- Phenomenon: The model cannot accurately retrieve the specified individual medical device financing document. Cause: The prompt did not clearly specify retrieval conditions such as financing entity name or release date, or the recall threshold was set incorrectly, leading to irrelevant documents being prioritized.
- Phenomenon: The interface only displays simple AI configuration options, and custom reference templates and prompts cannot be modified. Cause: The current open-source version is V4.8.22 or earlier. This version does not grant access to advanced custom configuration permissions.
How to Verify Proper Configuration
- Initiate a query that clearly specifies a medical device segment and time range, and confirm that returned results only include financing records for the corresponding segment.
- Call the API with the chatId parameter, and check that the conversation log correctly associates the session identifier.
- Check the current FastGPT version to confirm support for advanced custom prompts and reference template configuration.
- Initiate consecutive multi-turn queries, and confirm that the model tracks parameters such as time range and financing entity from previous conversation rounds without repeating basic questions.
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.