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Updated readme
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Pringled committed Oct 29, 2024
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Expand Up @@ -289,7 +289,7 @@ from sentence_transformers import SentenceTransformer
from sentence_transformers.models import StaticEmbedding

# Initialize a StaticEmbedding module
static_embedding = StaticEmbedding.from_model2vec("minishlab/M2V_base_output")
static_embedding = StaticEmbedding.from_model2vec("minishlab/potion-base-8M")
model = SentenceTransformer(modules=[static_embedding])
embeddings = model.encode(["It's dangerous to go alone!", "It's a secret to everybody."])
```
Expand Down Expand Up @@ -365,7 +365,6 @@ We provide a number of models that can be used out of the box. These models are

We have performed extensive experiments to evaluate the performance of Model2Vec models. The results are documented in the [results](results/README.md) folder. The results are presented in the following sections:
- [MTEB Results](results/README.md#mteb-results)
- [Classification and Speed Benchmarks](results/README.md#classification-and-speed-benchmarks)
- [Ablations](results/README.md#ablations)

## Related work
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