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Name: Paula Kuczykowska
Type: User
Paula Kuczykowska's Projects
bert_for_longer_texts
BERT classification model for processing texts longer than 512 tokens. Text is first divided into smaller chunks and after feeding them to BERT, intermediate results are pooled. The implementation allows fine-tuning.
dual-encoder-model
Dual Encoder Model: Combining Prefix-tuned Embeddings and General-purpose Embeddings for Depression Severity Assessment
focal-loss-keras
Binary and Categorical Focal loss implementation in Keras.
landmark-attention
Landmark Attention: Random-Access Infinite Context Length for Transformers
medical_conversation_summarization
Codebase for our EMNLP findings paper: https://arxiv.org/pdf/2109.12174.pdf
sled
The official repository for Efficient Long-Text Understanding Using Short-Text Models (Ivgi et al., 2022) paper
textguide
A text truncation method, useful for instance in long text classification
unlimiformer
Public repo for the preprint "Unlimiformer: Long-Range Transformers with Unlimited Length Input"
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