2023-02-13 14:35:40 +01:00
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# Projekt na przedmiot Uczenie głębokie w przetwarzaniu tekstu
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## Skład grupy:
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2023-02-13 14:49:03 +01:00
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- Michał Kozłowski 444415
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2023-02-13 17:29:51 +01:00
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- Szymon Jadczak 444386
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2023-02-13 14:35:40 +01:00
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## Modele:
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- RobertaForSequenceClassification
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2023-02-13 18:26:05 +01:00
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- GPT2ForSequenceClassification
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2023-02-13 14:35:40 +01:00
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- T5
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- FLAN-T5
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2023-02-13 14:46:19 +01:00
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## Accuracy test split
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- RobertaForSequenceClassification -> 0.9392201834862385
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2023-02-13 18:26:05 +01:00
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- GPT2ForSequenceClassification -> 0.9174311926605505
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2023-02-13 16:09:28 +01:00
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- T5 -> 0.9129464285714286
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2023-02-13 17:29:51 +01:00
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- FLAN-T5 -> 0.903114186851211
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2023-02-13 14:46:19 +01:00
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2023-02-13 14:35:40 +01:00
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## Trenowanie
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- Google Colab
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2023-02-13 14:41:40 +01:00
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## Link do modeli na google drive
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2023-02-13 14:42:13 +01:00
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https://drive.google.com/drive/folders/1GWNah7-LZI7jrFzUpL9Le1E7b73RutbU?usp=sharing
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2023-02-13 14:41:40 +01:00
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2023-02-13 14:47:32 +01:00
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### Linki do poszczególnych modeli na huggingface oraz wykresów na tensorboard znajdują się w notatnikach
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2023-02-13 14:35:40 +01:00
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## Dataset:
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- Orginalny dataset: https://huggingface.co/datasets/sst2
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- Przetworzony dataset: https://huggingface.co/datasets/Zombely/sst2-project-dataset
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