Re:What's the strongest AI model you can train on a laptop i...
by yobbo on Thursday August 14, 2025 @04:03PM
(#44905009)
I can't find references to HMM-based large language models. Small HMM language models generate gibberish very similar to this.
A HMM consists of a state space, a state transition matrix, and an output probability matrix. A token space of 50k and a state space of something like 60k would have seemed impossible 10-20 years. It has only recently become viable.
Training using Baum-Welch on a big enough text data set would be interesting. It should be much faster than back-propagation with a transformer-model.
A HMM consists of a state space, a state transition matrix, and an output probability matrix. A token space of 50k and a state space of something like 60k would have seemed impossible 10-20 years. It has only recently become viable.
Training using Baum-Welch on a big enough text data set would be interesting. It should be much faster than back-propagation with a transformer-model.