metadata
license: apache-2.0
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- mteb
- arctic
- snowflake-arctic-embed
- transformers.js
arctic-embed-l-tech_and_fiction
This is a finetuned version of: snowflake-arctic-embed-l
It is finetuned on a dataset of ~110K high quality synthetic examples, manually curated and edited.
The examples are primarily tech oriented, with some terms from fantasy and sci-fi fiction for good measure.
Training
For this model (Model B below) I trained at rank 128, alpha 128, with a learning rate of around 6e-6 I think, for around 10 epochs.
Benchmark Results
I've included the results for MTEB benchmark "MTEB(eng, v2)" in the results folder.
Here is a screenshot of the results summary (this is Model B):
License
arctic-embed-l-tech_and_fiction is licensed under the Apache-2. The released models can be used for commercial purposes free of charge.
Acknowledgement
Thank you to the Snowflake team for making some excellent models!