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README.md

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 license: apache-2.0
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-# paecter - a Patent Similarity Model
+# PaECTER - a Patent Similarity Model
 
-This model is a patent similarity model. 
+PaECTER (Patent Embeddings using Citationinformed TransformERs) is a patent similarity model. 
 Built upon Google's BERT for Patents as its base model, it generates 1024-dimensional dense vector embeddings from patent text. 
 These vectors encapsulate the semantic essence of the given patent text, making it highly suitable for various downstream tasks related to patent analysis.
 
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+Paper: https://arxiv.org/pdf/2402.19411
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 ## Applications
 * Semantic Search
 * Prior Art Search