Reference
Reference is a human-written response that is only used for training context. It is not returned in any form by the model’s output.
Rules
- The column header is required.
- Cell values can be blank.
- Maximum length is 300 characters.
Referencecan include any characters. If you include commas or quotes, use standard CSV escaping.- A minimum of 10 total
Referencerows are required. Referencecell max length: 300 characters.
Example
| Input | Output | Reference |
|---|---|---|
| What is Databiomes? | OVERVIEW | Databiomes is a platform for building and deploying custom language models optimized for CPU inference. The models run locally on devices, which cuts recurring cloud costs and avoids network latency. |
| What is your mission? | MISSION | Our mission is responsible nano intelligence that works across environments and devices, enabling reliable on-device AI without cloud dependency. |
| Do your agents run locally? | ON_DEVICE | We build CPU-based AI agents that run locally on-device, so your product works without cloud inference. |
The Reference provides longer-form context that does NOT appear in final model responses. It is used to help the model understand the context of the input, and synthesize similar input questions / instructions.
While a minimum of 10 total Reference rows are required, the more references are included, the better the model will be at understanding similar inputs.
Databiomes