Reinforcement learning with human feedback
Looking for human trainers for your AI models who can interact with model outputs, evaluate them, and put them to the test?
Generate quality data
Our annotators generate questions and responses for a variety of tasks and prompts, in many different languages, including English, Spanish, French, Portuguese, Arabic, Farsi, and others.
Rank model outputs
Our humans interact with your model and provide a ranking on different attributes of its responses, such as relevance, safety, accuracy, etc. They also choose the more preferable of two outputs for A/B testing.
Test for vulnerabilities
We provide red teaming services for forcing mistakes and intentionally trying to "break" models in order to find their weak spots and biases. The results are then reported back to help retrain the models.
Our workforce
We offer access to a diverse workforce from around the globe which represents different cultural values. With their help, you can make sure that your models reflect different worldviews and opinions.
How it works
Send us information about your project and your human feedback needs. Our team will work with you to define to Scope of Work and to determine the best way to deliver the results that you require.
Our team will develop a custom interface for your use case and will hand-pick the most suitable workforce based on your requirements in terms of geography, demographics, etc.
We will provide you with API endpoints so that you can easily create jobs for our workforce and you can also define callback URLs where you wish to receive the results.
Once the integration is complete, you can start sending requests to our workforce which contain model outputs, A/B tests, requests for data generation, and more.
Our workforce will start interacting with your model and send back responses within hours or even minutes, depending on your preferences. They can also document failure modes and biases.
Interested in learning more?
Email us
hello@humansintheloop.org
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