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docs: fix model2vec description at https://python.langchain.com/docs/integrations/text_embedding/ All embedding models section (#31349)
…integrations/document_loaders/ All document loaders section Thank you for contributing to LangChain! - [x] **PR title**: "package: description" - Where "package" is whichever of langchain, core, etc. is being modified. Use "docs: ..." for purely docs changes, "infra: ..." for CI changes. - Example: "core: add foobar LLM" - [x] **PR message**: ***Delete this entire checklist*** and replace with - **Description:** a description of the change - **Issue:** the issue # it fixes, if applicable - **Dependencies:** any dependencies required for this change - **Twitter handle:** if your PR gets announced, and you'd like a mention, we'll gladly shout you out! - [x] **Add tests and docs**: If you're adding a new integration, please include 1. a test for the integration, preferably unit tests that do not rely on network access, 2. an example notebook showing its use. It lives in `docs/docs/integrations` directory. - [x] **Lint and test**: Run `make format`, `make lint` and `make test` from the root of the package(s) you've modified. See contribution guidelines for more: https://python.langchain.com/docs/contributing/ Additional guidelines: - Make sure optional dependencies are imported within a function. - Please do not add dependencies to pyproject.toml files (even optional ones) unless they are required for unit tests. - Most PRs should not touch more than one package. - Changes should be backwards compatible. If no one reviews your PR within a few days, please @-mention one of baskaryan, eyurtsev, ccurme, vbarda, hwchase17.
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docs/docs/integrations/text_embedding/model2vec.ipynb

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"id": "e8712110",
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"## Overview\n",
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"\n",
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"Model2Vec is a technique to turn any sentence transformer into a really small static model\n",
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"[model2vec](https://github.com/MinishLab/model2vec) can be used to generate embeddings."
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