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@@ -8,7 +8,7 @@ RankGen is a suite of encoder models (100M-1.2B parameters) which map prefixes a
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  ## Using RankGen
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- Loading RankGen is simple using the HuggingFace APIs (see Method-2 below), but we suggest using [`RankGenEncoder`](https://github.com/martiansideofthemoon/rankgen/blob/master/rankgen/rankgen_encoder.py), which is a small wrapper around the HuggingFace APIs for correctly preprocessing data and doing tokenization automatically. You can either download the repository and install the API, or copy the implementation from [below](#rankgenencoder-implementation).
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  #### [SUGGESTED] Method-1: Loading the model with RankGenEncoder
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  ## Using RankGen
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+ Loading RankGen is simple using the HuggingFace APIs (see Method-2 below), but we suggest using [`RankGenEncoder`](https://github.com/martiansideofthemoon/rankgen/blob/master/rankgen/rankgen_encoder.py), which is a small wrapper around the HuggingFace APIs for correctly preprocessing data and doing tokenization automatically. You can either download [our repository](https://github.com/martiansideofthemoon/rankgen) and install the API, or copy the implementation from [below](#rankgenencoder-implementation).
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  #### [SUGGESTED] Method-1: Loading the model with RankGenEncoder
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