17%
top-1 accuracy44%
top-5 accuracyState-of-the-art research achieves a model in emotion prediction with 17% top-1 / 44% top-5 accuracy.
Founded by MIT and Harvard graduates, ChipBrain designs the world's best communication-assistance AI to empower you with augmented empathy & persuasion in conversations. At ChipBrain, we are inventing a world where people from different backgrounds can more easily relate to one another: when solving an argument with a partner, when selling a product to a customer, when asking your boss for a raise.
State-of-the-art research achieves a model in emotion prediction with 17% top-1 / 44% top-5 accuracy.
ChipBrain nearly doubles SOTA with a model that predictions customer emotions with 31% top-1 / 64% top-3 accuracy. (by fine-tuning models for specific contexts, like sales and customer service, and solving a hierarchy over classes based on noise estimation from confident learning).
ChipBrain adds more customer data + data augmentation, balancing, loss re-weighting techniques to bump performance up to 33% top-1 / 66% top-3 accuracy.
ChipBrain re-architects models using robust pre-training methods combined with modern transfomer-based methods, now training our models from scratch without dependencies on prior emotion detection techniques, and significantly increasing accuracy to 38% top-1 / 70% top-3 (over 90% when thresholding via predicted probabilities)
Our CTO, Curtis Northcutt, PhD building custom deep learning GPU rigs in the early
days
of
ChipBrain.
ChipBrain designs custom-built deep learning gpu rigs and hardware to train our
proprietary empathy AI, emotional intelligence, and conversational AI models. Learn about our AI rigs
We are hiring top technical talent to join our team.
APPLY TO CHIPBRAINRead more about some of our job opportunities:
ChipBrain AI Residency Research Scientist Infrastructure Engineer Frontend Engineer Fullstack EngineerAsk us anything or just say hello!