Lightning IR ColBERT

This model is a ColBERT[^1] model fine-tuned using Lightning IR.

See the Lightning IR Model Zoo for a comparison with other models.

Reproduction

To reproduce the model training, install Lightning IR and run the following command using the fine-tune.yaml configuration file:

lightning-ir fit --config fine-tune.yaml

To index MS~MARCO passages, use the following command and the index.yaml configuration file:

lightning-ir index --config index.yaml

After indexing, to evaluate the model on TREC Deep Learning 2019 and 2020, use the following command and the search.yaml configuration file:

lightning-ir search --config search.yaml

[^1]: Khattab and Zaharia, ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT