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Add v1.1 model info
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README.md
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- **brown-beetle-base-v1**: The original model, with PCA and Zipf.
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- **brown-beetle-small-v1**: A smaller version of the original model, with PCA and Zipf. Equivalent to **M2V_base_output**.
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- **brown-beetle-tiny-v1**: A tiny version of the original model, with PCA and Zipf.
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## Installation
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- **brown-beetle-base-v1**: The original model, with PCA and Zipf.
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- **brown-beetle-small-v1**: A smaller version of the original model, with PCA and Zipf. Equivalent to **M2V_base_output**.
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- **brown-beetle-tiny-v1**: A tiny version of the original model, with PCA and Zipf.
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- **brown-beetle-base-v1.1**: The original model, with PCA with 768 dimensions, applying Zipf and applying SIF re-weighting, learnt from a subset of the C4 corpus. This model is significantly better than the M2V_base_output model.
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- **brown-beetle-small-v1.1**: A smaller version of the original model, with PCA with 256 dimensions, applying Zipf and applying SIF re-weighting, learnt from a subset of the C4 corpus. This model is significantly better than the M2V_base_output model but slightly worse than the brown-beetle-base-v1.1 model.
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- **brown-beetle-tiny-v1.1**: A tiny version of the original model, with PCA with 128 dimensions, applying Zipf and applying SIF re-weighting, learnt from a subset of the C4 corpus. This model is significantly better than the M2V_base_output model but slightly worse than the brown-beetle-small-v1.1 model.
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## Installation
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