It sounds like you’re keeping focussed on ULMFiT approaches (which is good, I struggle with focus sometimes ), but if you have time, testing with Ranger could be a super nice addition. Lots of folks here use it as their default for computer vision now, and ULMFiT was inspired by techniques that worked in vision, so…