was too small so next I used some embeddings with fine tuning it was helpful but not enough to to get an eye sore again so didn't work what did work is to use the ambient the impedance and don't fine-tune your model so the layers were not trainable for the impedance and this did work so I list the model train for some epochs and fine tuning just the last book was I was helpful in improving the score and then by began back in two different models with different different seats the despoiling moved much more so I think that almost