Rag

We introduce Mafin2.5, which delivers leading performance, with a 98.7% accuracy rate on the finance industry question answering benchmark.

We introduce Model augmented fine-tuning (Mafin) -- a novel approach for fine-tuning a black-box embedding model by augmenting it with a trainable embedding model.