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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
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Yongkang Li
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[PaperReading] ToolDec: Using Finite-State-Machine to Eliminate Hallucinations in LLM Decoding
Published:
Using FSM to enhance tool-augmented LLM.
Key intuition and motivation:
the generation of api calls can be explicitly represented using states. By eliminating tokens outside the predefined states vocabulary, we can greatly reduce hallucinations. Core contribution: beyond a extensible method in augmented LLM, it provides a general method of incorporating domain-knowledge to eliminate hallucinations.
[PaperReading] BioMANIA: a Pipeline for Bioinformatics
Published:
Using LLM to properly choose and precisely use biomedical apis.
Brief Summary
This paper provide a pipeline for choosing and using biomedical functions/apis. The pipeline combines
- a BERT-based API retriever. It will take a task instruction and return a short list of API candidates.
- a GPT-4-based API predictor. It will (with in-context learning) choose the most relevant API.
- a GPT-4-based generation pipeline of api calling that takes several steps to give the final script and show the result.