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ColBERTv2.0-mmarcoFR
AdrienB134/ColBERTv2.0-mmarcoFR
ColBERTv2.0-mmarcoFR is a machine learning model from AdrienB134. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as mit.
The model is initialized from the ColBERTv1.0-bert-based-spanish-mmarcoES checkpoint and trained using the ColBERTv2 style of training. It was trained on 1 Tesla L4 GPU with 24GBs of memory with 20k warmup steps warmu…
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At a glance
- Library
- transformers
- License
- mit
- Model type
- camembert
- Access
- Public
- Created
- Mar 2, 2024
- Updated
- Apr 17, 2024
- SHA
- 7b9f9d82
Datasets
Model card
From the Hugging Face model README
Training
Details
The model is initialized from the ColBERTv1.0-bert-based-spanish-mmarcoES checkpoint and trained using the ColBERTv2 style of training.
It was trained on 1 Tesla L4 GPU with 24GBs of memory with 20k warmup steps warmup using a batch size of 64 and the AdamW optimizer with a constant learning rate of 1e-05.
Total training time was around 80 hours.
Data
The model is fine-tuned on the French version of the mMARCO dataset, a multi-lingual machine-translated version of the MS MARCO dataset.
Evaluation
The model is evaluated on the smaller development set of mMARCO-fr, which consists of 6,980 queries for a corpus of 8.8M candidate passages. We report the mean reciprocal rank (MRR) and recall at various cut-offs (R@k).
| model | Vocab. | #Param. | Size | MRR@10 | R@50 | R@200 |
|---|---|---|---|---|---|---|
| ColBERTv2.0-mmarcoFR | french | 110M | 440MB | 32.76 | 76.93 | 81.74 |
- Library
- transformers
- Type
- camembert
- License
- mit
- Languages
- fr
- Created
- Mar 2, 2024
- Updated
- Apr 17, 2024