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qdrant: Fixed typos in Qdrant vectorstore docs (#24312)
## Description As that title goes.
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@ -317,7 +317,7 @@
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"To search with only dense vectors,\n",
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"\n",
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"- The `retrieval_mode` parameter should be set to `RetrievalMode.DENSE`(default).\n",
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"- A [dense embeddings provider](https://python.langchain.com/v0.2/docs/integrations/text_embedding/) value should be a provided for the `embedding` parameter."
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"- A [dense embeddings](https://python.langchain.com/v0.2/docs/integrations/text_embedding/) value should be provided for the `embedding` parameter."
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]
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},
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{
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@ -407,7 +407,7 @@
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"To perform a hybrid search using dense and sparse vectors with score fusion,\n",
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"\n",
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"- The `retrieval_mode` parameter should be set to `RetrievalMode.HYBRID`.\n",
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"- A [dense embeddings provider](https://python.langchain.com/v0.2/docs/integrations/text_embedding/) value should be provider for the `embedding` parameter.\n",
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"- A [dense embeddings](https://python.langchain.com/v0.2/docs/integrations/text_embedding/) value should be provided for the `embedding` parameter.\n",
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"- An implementation of the [`SparseEmbeddings`](https://github.com/langchain-ai/langchain/blob/master/libs/partners/qdrant/langchain_qdrant/sparse_embeddings.py) interface using any sparse embeddings provider has to be provided as value to the `sparse_embedding` parameter.\n",
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"\n",
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"Note that if you've added documents with the `HYBRID` mode, you can switch to any retrieval mode when searching. Since both the dense and sparse vectors are available in the collection."
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