Submitted by Singularian2501 t3_11zsdwv in MachineLearning
wind_dude t1_jdf5yhj wrote
Reply to comment by endless_sea_of_stars in [N] ChatGPT plugins by Singularian2501
Look at their limited docs, I feel it's a little simpler than toolformer, probably more like the blenderbot models for search, and prompt engineering.
- Matching intent from the prompt to a description of the plugin service
- extracting relevant terms from the prompts to send as query params based on description of the endpoint
- model incorporates API response into model response
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"The file includes metadata about your plugin (name, logo, etc.), details about authentication required (type of auth, OAuth URLs, etc.), and an OpenAPI spec for the endpoints you want to expose.The model will see the OpenAPI description fields, which can be used to provide a natural language description for the different fields.We suggest exposing only 1-2 endpoints in the beginning with a minimum number of parameters to minimize the length of the text. The plugin description, API requests, and API responses are all inserted into the conversation with ChatGPT. This counts against the context limit of the model." - https://platform.openai.com/docs/plugins/introduction
signed7 t1_jdfcly9 wrote
It's a shame that 'Open'AI has become so closed. Would be so cool to see a proper paper with technical details on how this works...
meister2983 t1_jdgghu6 wrote
The Microsoft Research paper assessing intelligence capability of GPT4 effectively did this. If you just define APIs for the model to use under certain conditions it will write the API call. Once you do that, it's straightforward for a layer on top to detect the API call, actually execute it, and write the result back.
daugaard47 t1_jdkkyds wrote
Wish they would have stayed open source, but can understand why they would sell out. There would have been no way they could handle the amount of traffic/need if they would have remained a non-profit. But as someone who works for a non-profit, I don't understand how they legally changed to a for-profit over a weeks time period. 😐
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