Project Repository for CS4248 Natural Language Processing
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Project Repository for CS4248 Natural Language Processing
Implement the TextRank algorithm according to this paper.
https://web.eecs.umich.edu/~mihalcea/papers/mihalcea.emnlp04.pdf
Swap out SBERT/teacher/student with the GRU model
Set up a Metrics class with functions and a CSV output. I'll add a template to the master branch.
Implement the ELCoM baseline model
Swap out SBERT/teacher/student with the RNN model
Report any bugs and implementation issues here.
Implement Euclidean Similarity in the SBERT model and publish results in #1
Implement Manhattan Similarity in the SBERT model and publish results in #1
Reference Paper:
KL Divergence (Gaussian Mixture Model) Multi-Sense emoji embedding, inspired by this [paper] (https://arxiv.org/abs/1911.06118)
Swap out the teacher/student model with the DeText model and report the results in #1
Report any bugs and implementation issues here.
Create a PyTorch Dataset and DataLoader for the ELCo dataset.
Implement Manhattan Similarity in the SBERT model and publish results in #1
Implement the Teacher-Student Model according to the ELCo Defense
Write down progress and statistics here as comments so that everyone can keep track of what's happening.
In the end, we include relevant statistics in our final submission.
Create graph embeddings of emojis using graph neural networks.
Paper: https://arxiv.org/abs/2201.06367
Read up on the following papers as necessary:
Feel free to ask any questions on the methods here.
Swap out the teacher/student model with the Transformer architecture and report the results in #1
Report any bugs and implementation issues here.
Implement Jaccard Similarity in the SBERT model and publish results in #1
Swap out SBERT/teacher/student with the LSTM model
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