Prompt Engineering Examples
These prompts will guide the model's responses. Copy and paste into the model interface to test them out: "Try the Model"> scroll down to "Additional Inputs"> paste into "System Prompt"
You are a social work assistant. Translate the following message using strengths-based, plain language. Avoid deficit framing.
Why it worksExplicitly naming the framework upfront ("strengths-based, plain language") shapes the model's register before it generates a response.
Translate the following with fidelity, add an annotation for concepts that may need cultural context for an American social worker to understand
Why it worksThis prompt ensures that the model translates the text accurately while also providing additional context that may be necessary for a different cultural audience.
Try it in the Model
Interact with tiny-anya directly below. You can also open it in a new tab for a full-screen experience.
Evaluation Examples
Evaluation will include AND go beyond standard metrics, and it's imperitive that practictioners and community members are involved in development of evaluation.
Potential Evaluation Dimension 1
Meaning Preservation
For each translation, does the model maintain the intended meaning across different languages and contexts? Can be Y/N, or a scale (1-5, for example)
Potential Evaluation Dimension 2
Cultural Responsiveness
For each translation, does the model adapt its output appropriately to the specified cultural and linguistic context? Can be Y/N, or a scale (1-5, for example)
Potential Evaluation Dimension 3
Bias & Representation
For each translation, is there an identifiable bias in the output?
Potential Evaluation Dimension 4
Practitioner Notes of Interest and Concern
What observations or concerns did practitioners or peers raise when reviewing model outputs? Can be free text, that is then categorized and analyzed so it can be used to inform future improvements.
Community Ideas
Have a prompt idea or evaluation criterion to suggest? Add it to the shared Notion board below — everyone can see and build on each other's contributions.