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# blog - 日本語Embeddingモデルのベンチマーク比較: OpenAIが圧倒的な精度でリード
日本語の埋め込みモデルを比較するベンチマークを作成し、OpenAIの精度が最も高く、他のモデルに比べて各指標で10%高いことが分かりました。また、他の埋め込みモデルの中で最も精度が高いのはTensorFlowのUniversal Sentence Encoderでした。
[https://…
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While cross encoders have shown better performance than using cosine similarity scores on sentence embeddings, there are no multilingual cross encoders, making this solution only viable for English. E…
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- https://huggingface.co/keras-io/bert-semantic-similarity
- https://huggingface.co/facebook/fasttext-en-vectors
Embeddings:
- https://huggingface.co/abokbot/wikipedia-embedding
- https://huggin…
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Hello,
I'm trying to use the Longformer Model but I get the following error:
KeyError: 'sentence_embedding'
My Implementation is like the following:
embedding_model = models.Transformer(model_na…
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### Question Validation
- [X] I have searched both the documentation and discord for an answer.
### Question
Hello everyone,
I've been implementing a RAG system using Llama-Index and open-source…
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I use spacy's transformer model for other purposes (such as NER), so re-using the same model made sense.
Looks like Spacy made some tweaks to their syntax which are breaking KeyBERT's spacy backend.
…
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The number of data labels is 4. the eval loss increase and the train loss decrease. I think it is overfit. Code is as below:
# code
```from datasets import load_dataset
from setfit import SetFitMod…
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I am mentoring some college students with LAION, one of the students is working on embeddings for wikipedia, and its not yet ready to be pushed to OPEA yet, but I want to collect feedback about an iss…
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Hi,
Below code is trowing error at
cdist(a1, a2, 'cosine')[0][0]
How can I measure cosine similarity between sentences. I can not provide all strings in single array and on shot.
from sente…
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I am trying to train on a 8xA100 instance. If I set `trainer_arguments.gradient_checkpointing` to `True`, the training hangs for a while and then dies with a `Segmentation fault (core dumped)` error. …