Adding model and additional files.
Browse files- README.md +1 -1
- embeddings.pkl +0 -0
- paper-rec-model.pth +3 -0
- papers.jsonl +0 -0
README.md
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@@ -29,7 +29,7 @@ Recommender System model with support of a Language Model for feature extraction
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### Paper & samples
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The overall idea for `paper-rec` test model is inspired by this work: [NU:BRIEF – A Privacy-aware Newsletter Personalization Engine for Publishers](https://arxiv.org/abs/2109.03955).
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However, for `paper-rec`, we use a different language model more suitable for longer text, namely *Sentence Transformers*: [Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks](https://arxiv.org/abs/1908.10084).
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## Model Use
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The intended direct users are recommender systems' practitioners and enthusiasts that would like to experiment with the task of scientific paper recommendation.
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### Paper & samples
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The overall idea for `paper-rec` test model is inspired by this work: [NU:BRIEF – A Privacy-aware Newsletter Personalization Engine for Publishers](https://arxiv.org/abs/2109.03955).
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However, for `paper-rec`, we use a different language model more suitable for longer text, namely *Sentence Transformers*: [Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks](https://arxiv.org/abs/1908.10084), in particular: [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2).
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## Model Use
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The intended direct users are recommender systems' practitioners and enthusiasts that would like to experiment with the task of scientific paper recommendation.
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embeddings.pkl
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Binary file (593 kB). View file
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paper-rec-model.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:f9debd0a9f45d2899745462282d9d0460b3033e686ab9a49208a511ebc68d2df
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size 556907
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papers.jsonl
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