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Added final report (yay!)
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TiagoMAntunes committed Jun 20, 2021
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3 changes: 2 additions & 1 deletion README.md
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# KAREN: Unifying Hatespeech Detection and Benchmarking

This project started as a course project for the 2021 Natural Language Processing course at Tsinghua University and is still a work in progress. Contributions are accepted for further work.
This project started as a course project for the 2021 Natural Language Processing course at Tsinghua University and is still a work in progress. Our final project report is available in [report.pdf](report.pdf)
Contributions are accepted for further work.

## Introduction

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4 changes: 1 addition & 3 deletions results.md
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Expand Up @@ -76,7 +76,6 @@ ETHOS evaluation. Precision, Recall and F1-score are the results from the hate s
| Transformer (1 layer) | 0.556 | 0.6 | 0.143 | 0.231 |
| Transformer (2 layers)| 0.478 | 0.468 | 0.881 | 0.612 |
| UNet | 0.478 | 0.471 |0.976 | 0.636 |
| UNet (using linear) | 0.522 | 0.455|0.119 | 0.189 |
| **DistilBERT** | **0.744** | **0.757** | **0.667** |**0.709** |
| **AngryBERT (primary only)** | **0.711**|**0.674** |**0.738** | **0.705** |
| RNN + GloVe | 0.544| 0.514 | 0.429 | 0.468|
Expand All @@ -87,10 +86,9 @@ ETHOS evaluation. Precision, Recall and F1-score are the results from the hate s
| Transformer (1 layer) + GloVe | 0.611 | 0.569 | 0.690 | 0.624 |
| Transformer (2 layers) + GloVe| 0.489 | 0.463 | 0.595 | 0.521 |
| **UNet + Glove** | **0.722** | **0.707** | **0.690** | **0.699** |
| UNet + Glove (using linear) |0.533 | 0 | 0 | 0|
| **AngryBERT + Glove (primary only)** | **0.733** | **0.75** | **0.643** | **0.692**|
| **Bert** | **0.756** | **0.763** | **0.690**| **0.725** |
| CharCNN + GloVe | 0.533 | 0 | 0 | 0 |
| CharCNN + GloVe | 0.533 | 0 | 0| 0 |
| VDCNN | 0.5 | 0.459 | 0.405 | 0.430 |
| VDCNN + Glove | 0.755 | 0.708 | 0.810 | 0.756 |
| **VDCNN + Glove** | **0.755** | **0.708** | **0.810** | **0.756* |

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