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a/model2vec/train/README.md b/model2vec/train/README.md index f7a7d61e..87365fc1 100644 --- a/model2vec/train/README.md +++ b/model2vec/train/README.md @@ -106,3 +106,7 @@ The core functionality of the `StaticModelForClassification` is contained in a c * `fit`: contains all the lightning-related fitting logic. The training of the model is done in a `lighting.LightningModule`, which can be modified but is very basic. + +# Results + +We ran extensive benchmarks where we compared our model to several well known architectures. The results can be found in the [training results](https://github.com/MinishLab/model2vec/tree/main/results#training-results) documentation. diff --git a/results/README.md b/results/README.md index 0d97ef08..85120694 100644 --- a/results/README.md +++ b/results/README.md @@ -107,7 +107,7 @@ We use 14 classification datasets, using 1000 examples from the train set, and t As can be seen see, full fine-tuning brings modest performance improvements in some cases, but very large ones in other cases, leading to a pretty large increase in average score. Our advice is to test both if you can use `potion-base-32m`, and to use full fine-tuning if you are starting from another base model. -The speed difference between model2vec and setfit is immense, with the full finetune being 35x faster than a setfit based on `all-minilm-l6-v2` on CPU and 200x faster than the`bge-base` transformer model. +The speed difference between model2vec and the other models is immeense, with the full finetune being 35x faster than a setfit based on `all-minilm-l6-v2` on CPU and 200x faster than the`bge-base` transformer model. | | tfidf | model2vec + logreg | model2vec full finetune | setfit | bge-base + logreg |