LOGICA adds context to pretrained biological LMs via logit-space contrastive alignment with gated adapters, improving AUC on held-out drug-resistance mutation ranking from ~0.55 to ~0.65 while preserving token likelihoods.
Biobridge: Bridging biomedical foundation models via knowledge graphs.arXiv preprint arXiv:2310.03320, 2023
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COTCAgent combines a code-executing statistics adapter, a weighted knowledge-base chain-of-thought layer, and constrained inquiry to reach 90.47% and 70.41% top-1 accuracy on two medical datasets.
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COTCAgent: Preventive Consultation via Probabilistic Chain-of-Thought Completion
COTCAgent combines a code-executing statistics adapter, a weighted knowledge-base chain-of-thought layer, and constrained inquiry to reach 90.47% and 70.41% top-1 accuracy on two medical datasets.