Benchmarks & research
HAL-X AI's THX-01 is a small Apache-licensed decision model that answers typed questions about a message in one pass, post-trained in 18 languages with an emphasis on Azerbaijani.
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At 322M parameters it is built on the mmBERT encoder rather than a text generator. Besides Jev-style choices, yes/no and rating questions, it can return a number or a verbatim quote from the document with the passage that supports it. Each question and its document must fit in about 1,024 tokens; anything longer is cut off.
THX-01 suits sorting messages written in several languages, including messy or misspelled ones, such as support tickets in Azerbaijani, Russian and English. Let it file the tickets it is sure about and send the rest to a person. It cuts off long documents, so use it on short texts.