AnnyNguyen commited on
Commit
dc0cd4c
·
verified ·
1 Parent(s): 43172ef

Create README.md

Browse files
Files changed (1) hide show
  1. README.md +114 -0
README.md ADDED
@@ -0,0 +1,114 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ task_categories:
3
+ - text-classification
4
+ language:
5
+ - vi
6
+ ---
7
+ ## Dataset Card for VITHSD
8
+
9
+ ### 1. Dataset Summary
10
+
11
+ **VITHSD** (Vietnamese Targeted Hate Speech Detection) contains **10,000** Vietnamese social‐media comments annotated for hate toward five target categories:
12
+
13
+ * **individual**
14
+ * **groups**
15
+ * **religion/creed**
16
+ * **race/ethnicity**
17
+ * **politics**
18
+
19
+ Each target is labeled on a **3‐point scale** (e.g., 0 = no hate, 1 = offensive, 2 = hateful). In this unified version, all splits are combined into one CSV with an extra `type` column indicating `train` / `dev` / `test`.
20
+
21
+
22
+ ### 2. Supported Tasks and Metrics
23
+
24
+ * **Task**: Multi‐label classification (per‐target hate/offense detection)
25
+ * **Metrics**:
26
+
27
+ * **Accuracy** (per‐target and overall)
28
+ * **Macro F1** (per‐target and overall)
29
+
30
+
31
+ ### 3. Languages
32
+
33
+ * Vietnamese
34
+
35
+ ### 4. Dataset Structure
36
+
37
+ | Column | Type | Description |
38
+ | ---------------- | ------ | -------------------------------------------- |
39
+ | `comment` | string | The raw user comment (Vietnamese). |
40
+ | `individual` | int | Hate level toward individuals (0/1/2). |
41
+ | `groups` | int | Hate level toward groups (0/1/2). |
42
+ | `religion/creed` | int | Hate level toward religion/creed (0/1/2). |
43
+ | `race/ethnicity` | int | Hate level toward race/ethnicity (0/1/2). |
44
+ | `politics` | int | Hate level toward political targets (0/1/2). |
45
+ | `type` | string | Split name: `train` / `validation` / `test`. |
46
+ | `dataset` | string | Source indicator (`VITHSD`). |
47
+
48
+
49
+ ### 5. Data Fields
50
+
51
+ * **comment** (`str`): The social‐media text.
52
+ * **individual**, **groups**, **religion/creed**, **race/ethnicity**, **politics** (`int`): 0 = no hate, 1 = offensive, 2 = hateful.
53
+ * **type** (`str`): Which split the example belongs to.
54
+ * **dataset** (`str`): Always `VITHSD`.
55
+
56
+ ### 6. Usage
57
+
58
+ ```python
59
+ from datasets import load_dataset
60
+
61
+ ds = load_dataset("visolex/VITHSD")
62
+
63
+ train = ds.filter(lambda ex: ex["type"] == "train")
64
+ val = ds.filter(lambda ex: ex["type"] == "dev")
65
+ test = ds.filter(lambda ex: ex["type"] == "test")
66
+
67
+ # Examine one example
68
+ print(train[0])
69
+ ```
70
+
71
+
72
+ ### 7. Source & Links
73
+
74
+ * **Hugging Face Dataset**
75
+ [`sonlam1102/vithsd`](https://huggingface.co/datasets/sonlam1102/vithsd)
76
+ * **Publication / Preprint**
77
+ Vo et al. (2024), “ViTHSD: exploiting hatred by targets for hate speech detection on Vietnamese social media texts” (arXiv)
78
+
79
+ ### 8. Contact Information
80
+
81
+ * **Mr. Son T. Luu**
82
+ * Email: [[email protected]](mailto:[email protected])
83
+ * Alternative: [[email protected]](mailto:[email protected])
84
+
85
+
86
+ ### 9. Licensing and Citation
87
+
88
+ #### License
89
+
90
+ Refer to the original repository’s LICENSE. If unspecified, assume **CC BY 4.0**.
91
+
92
+ #### How to Cite
93
+
94
+ ```bibtex
95
+ @article{vo2025vithsd,
96
+ title = {ViTHSD: exploiting hatred by targets for hate speech detection on Vietnamese social media texts},
97
+ author = {Vo, Cuong Nhat and Huynh, Khanh Bao and Luu, Son T and Do, Trong-Hop},
98
+ journal = {Journal of Computational Social Science},
99
+ volume = {8},
100
+ number = {2},
101
+ pages = {30},
102
+ year = {2025},
103
+ publisher = {Springer},
104
+ doi = {10.1007/s42001-024-00348-6}
105
+ }
106
+ ```
107
+
108
+ ```bibtex
109
+ @misc{sonlam1102_vithsd,
110
+ title = {VITHSD: Targeted Hate Speech Detection on Vietnamese Social Media Texts},
111
+ howpublished = {\url{https://huggingface.co/datasets/sonlam1102/vithsd}},
112
+ year = {2024}
113
+ }
114
+ ```