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twitch_paper's Introduction

Twitch Analysis

Model Details

BERT Pre-Training

Pre-training

BERT Fine Tuning

Fine Tuning

Model Evaluation

Fold Accuracy F1 Score Precision Recall
1 0.995 0.995 0.995 0.995
2 0.995 0.995 0.995 0.995
3 0.995 0.995 0.995 0.995
4 0.995 0.995 0.995 0.995
5 0.995 0.995 0.995 0.995
6 1.0 1.0 1.0 1.0
7 0.985 0.985 0.985 0.985
8 1.0 1.0 1.0 1.0
9 1.0 1.0 1.0 1.0
10 1.0 1.0 1.0 1.0

Model Evaluation per Class

Matrix GG QS JK
Accuracy 0.99626087 0.98838259 0.9984127
Precision 0.99626087 0.98838259 0.9984127
Recall 0.99841537 1.0 0.98978922
F1 Score 0.99732105 0.99407429 0.99401951

Model Evaluation Graphs

Pre-training Losses

Pre-training Losses

Fine-tune Training Losses

Fine-tune Training Losses

Fine-tune Validation Losses

Fine-tune Validation Losses

Fine-tune Validation Accuracy

Fine-tune Validation Accuracy

Fine-tune Validation Precision

Fine-tune Validation Precision

Fine-tune Validation Recall

Fine-tune Validation Recall

Fine-tune Validation F1 Score

Fine-tune Validation F1 Score

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