Create README.md
Browse files
README.md
ADDED
|
@@ -0,0 +1,43 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
language:
|
| 3 |
+
- ms
|
| 4 |
+
tags:
|
| 5 |
+
- hate-speech
|
| 6 |
+
- abusive-language
|
| 7 |
+
- malay
|
| 8 |
+
- classification
|
| 9 |
+
license: mit
|
| 10 |
+
datasets:
|
| 11 |
+
- mohanrj/MYBully
|
| 12 |
+
metrics:
|
| 13 |
+
- accuracy
|
| 14 |
+
- f1
|
| 15 |
+
base_model:
|
| 16 |
+
- mesolitica/roberta-base-bahasa-cased
|
| 17 |
+
---
|
| 18 |
+
|
| 19 |
+
# MYBully-HateBERT (Manual + HITL)
|
| 20 |
+
|
| 21 |
+
## Model Overview
|
| 22 |
+
This model is **MYBully-HateBERT**, fine-tuned on **manual + HITL annotated data** from the MYBully dataset.
|
| 23 |
+
It captures more nuanced hate/offensive patterns than the manual baseline.
|
| 24 |
+
|
| 25 |
+
## Intended Use
|
| 26 |
+
- Detecting hate speech and abusive language in Bahasa Malaysia tweets.
|
| 27 |
+
|
| 28 |
+
## Training Data
|
| 29 |
+
- **Dataset:** MYBully (Bahasa Malaysia tweets).
|
| 30 |
+
- **Annotation:** Manual + HITL
|
| 31 |
+
|
| 32 |
+
## Model Details
|
| 33 |
+
- **Base model:** roberta-base-bahasa-cased
|
| 34 |
+
- **Fine-tuning:** Binary classification head
|
| 35 |
+
- **Labels:** Hate Speech (1), Non-Hate Speech (0)
|
| 36 |
+
|
| 37 |
+
## Performance
|
| 38 |
+
| Metric | Value |
|
| 39 |
+
|--------|-------|
|
| 40 |
+
| Accuracy | 0.85 |
|
| 41 |
+
| Precision | 0.75 |
|
| 42 |
+
| Recall | 0.86 |
|
| 43 |
+
| F1 | 0.81 |
|