ColBERTv1.0-bert-based-spanish-mmarcoES huggingface.co api & AdrienB134 ColBERTv1.0-bert-based-spanish-mmarcoES github AI Model

Introduction of ColBERTv1.0-bert-based-spanish-mmarcoES

Model Details of ColBERTv1.0-bert-based-spanish-mmarcoES

New spanish ColBERTv2 model available here

Training

Details

The model is initialized from the bert-base-spanish-wwm-uncased checkpoint and fine-tuned on 10M triples via pairwise softmax cross-entropy loss over the computed scores of the positive and negative passages associated to a query. It was trained on a single Tesla A100 GPU with 40GBs of memory during 200k steps with 10% of warmup steps using a batch size of 96 and the AdamW optimizer with a constant learning rate of 3e-06. Total training time was around 12 hours.

Data

The model is fine-tuned on the Spanish version of the mMARCO dataset, a multi-lingual machine-translated version of the MS MARCO dataset. The triples are sampled from the ~39.8M triples of triples.train.small.tsv

Evaluation

The model is evaluated on the smaller development set of mMARCO-es, 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@1000
ColBERTv1.0-bert-based-spanish-mmarcoES	spanish	110M	440MB	24.70	59,23	63.86

Runs of AdrienB134 ColBERTv1.0-bert-based-spanish-mmarcoES on huggingface.co

Total runs

24-hour runs

3-day runs

7-day runs

30-day runs

More Information About ColBERTv1.0-bert-based-spanish-mmarcoES huggingface.co Model

More ColBERTv1.0-bert-based-spanish-mmarcoES license Visit here:

https://choosealicense.com/licenses/mit

ColBERTv1.0-bert-based-spanish-mmarcoES huggingface.co

ColBERTv1.0-bert-based-spanish-mmarcoES huggingface.co is an AI model on huggingface.co that provides ColBERTv1.0-bert-based-spanish-mmarcoES's model effect (), which can be used instantly with this AdrienB134 ColBERTv1.0-bert-based-spanish-mmarcoES model. huggingface.co supports a free trial of the ColBERTv1.0-bert-based-spanish-mmarcoES model, and also provides paid use of the ColBERTv1.0-bert-based-spanish-mmarcoES. Support call ColBERTv1.0-bert-based-spanish-mmarcoES model through api, including Node.js, Python, http.

ColBERTv1.0-bert-based-spanish-mmarcoES huggingface.co Url

https://huggingface.co/AdrienB134/ColBERTv1.0-bert-based-spanish-mmarcoES

AdrienB134 ColBERTv1.0-bert-based-spanish-mmarcoES online free

ColBERTv1.0-bert-based-spanish-mmarcoES huggingface.co is an online trial and call api platform, which integrates ColBERTv1.0-bert-based-spanish-mmarcoES's modeling effects, including api services, and provides a free online trial of ColBERTv1.0-bert-based-spanish-mmarcoES, you can try ColBERTv1.0-bert-based-spanish-mmarcoES online for free by clicking the link below.

AdrienB134 ColBERTv1.0-bert-based-spanish-mmarcoES online free url in huggingface.co:

https://huggingface.co/AdrienB134/ColBERTv1.0-bert-based-spanish-mmarcoES

ColBERTv1.0-bert-based-spanish-mmarcoES install

ColBERTv1.0-bert-based-spanish-mmarcoES is an open source model from GitHub that offers a free installation service, and any user can find ColBERTv1.0-bert-based-spanish-mmarcoES on GitHub to install. At the same time, huggingface.co provides the effect of ColBERTv1.0-bert-based-spanish-mmarcoES install, users can directly use ColBERTv1.0-bert-based-spanish-mmarcoES installed effect in huggingface.co for debugging and trial. It also supports api for free installation.