Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
json
Sub-tasks:
sentiment-classification
Languages:
Turkish
Size:
10K - 100K
Tags:
sentiment
License:
| annotations_creators: | |
| - Duygu Altinok | |
| language: | |
| - tr | |
| license: | |
| - cc-by-sa-4.0 | |
| multilinguality: | |
| - monolingual | |
| size_categories: | |
| - 100K<n<1M | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - text-classification | |
| task_ids: | |
| - sentiment-classification | |
| pretty_name: TurkishHateMap (Hate Map of Türkiye) | |
| config_names: | |
| - animals | |
| - cities | |
| - ethnicity | |
| - lgbt | |
| - misogyny | |
| - occupations | |
| - politics | |
| - political-orientation | |
| - refugees | |
| - religion | |
| - sects | |
| - veganism | |
| tags: | |
| - sentiment | |
| dataset_info: | |
| - config_name: animals | |
| features: | |
| - name: baslik | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| 0: offensive | |
| 1: hate | |
| 2: neutral | |
| 3: civilized | |
| splits: | |
| - name: train | |
| num_bytes: 1346938 | |
| num_examples: 996 | |
| - name: validation | |
| num_bytes: 133450 | |
| num_examples: 113 | |
| - name: test | |
| num_bytes: 176992 | |
| num_examples: 115 | |
| - config_name: cities | |
| features: | |
| - name: baslik | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| 0: offensive | |
| 1: hate | |
| 2: neutral | |
| 3: civilized | |
| splits: | |
| - name: test | |
| num_bytes: 118338 | |
| num_examples: 121 | |
| - name: train | |
| num_bytes: 979370 | |
| num_examples: 1042 | |
| - name: validation | |
| num_bytes: 100464 | |
| num_examples: 103 | |
| - config_name: ethnicity | |
| features: | |
| - name: baslik | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| 0: offensive | |
| 1: hate | |
| 2: neutral | |
| 3: civilized | |
| splits: | |
| - name: test | |
| num_bytes: 417886 | |
| num_examples: 456 | |
| - name: train | |
| num_bytes: 3765287 | |
| num_examples: 3519 | |
| - name: validation | |
| num_bytes: 375519 | |
| num_examples: 432 | |
| - config_name: lgbt | |
| features: | |
| - name: baslik | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| 0: offensive | |
| 1: hate | |
| 2: neutral | |
| 3: civilized | |
| splits: | |
| - name: test | |
| num_bytes: 120004 | |
| num_examples: 114 | |
| - name: train | |
| num_bytes: 1105912 | |
| num_examples: 949 | |
| - name: validation | |
| num_bytes: 125561 | |
| num_examples: 105 | |
| - config_name: misogyny | |
| features: | |
| - name: baslik | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| 0: offensive | |
| 1: hate | |
| 2: neutral | |
| 3: civilized | |
| splits: | |
| - name: test | |
| num_bytes: 1688127 | |
| num_examples: 1960 | |
| - name: train | |
| num_bytes: 15222910 | |
| num_examples: 16136 | |
| - name: validation | |
| num_bytes: 1787328 | |
| num_examples: 1902 | |
| - config_name: occupations | |
| features: | |
| - name: baslik | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| 0: offensive | |
| 1: hate | |
| 2: neutral | |
| 3: civilized | |
| splits: | |
| - name: test | |
| num_bytes: 90756 | |
| num_examples: 81 | |
| - name: train | |
| num_bytes: 785293 | |
| num_examples: 712 | |
| - name: validation | |
| num_bytes: 82215 | |
| num_examples: 79 | |
| - config_name: politics | |
| features: | |
| - name: baslik | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| 0: offensive | |
| 1: hate | |
| 2: neutral | |
| 3: civilized | |
| splits: | |
| - name: test | |
| num_bytes: 1247514 | |
| num_examples: 1182 | |
| - name: train | |
| num_bytes: 11384519 | |
| num_examples: 10249 | |
| - name: validation | |
| num_bytes: 1285706 | |
| num_examples: 1228 | |
| - config_name: political-orientation | |
| features: | |
| - name: baslik | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| 0: offensive | |
| 1: hate | |
| 2: neutral | |
| 3: civilized | |
| splits: | |
| - name: test | |
| num_bytes: 300627 | |
| num_examples: 305 | |
| - name: train | |
| num_bytes: 2949075 | |
| num_examples: 2772 | |
| - name: validation | |
| num_bytes: 343262 | |
| num_examples: 342 | |
| - config_name: refugees | |
| features: | |
| - name: baslik | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| 0: offensive | |
| 1: hate | |
| 2: neutral | |
| 3: civilized | |
| splits: | |
| - name: test | |
| num_bytes: 249765 | |
| num_examples: 203 | |
| - name: train | |
| num_bytes: 2012525 | |
| num_examples: 1688 | |
| - name: validation | |
| num_bytes: 245659 | |
| num_examples: 220 | |
| - config_name: religion | |
| features: | |
| - name: baslik | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| 0: offensive | |
| 1: hate | |
| 2: neutral | |
| 3: civilized | |
| splits: | |
| - name: test | |
| num_bytes: 322690 | |
| num_examples: 197 | |
| - name: train | |
| num_bytes: 2439952 | |
| num_examples: 1734 | |
| - name: validation | |
| num_bytes: 341733 | |
| num_examples: 213 | |
| - config_name: sects | |
| features: | |
| - name: baslik | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| 0: offensive | |
| 1: hate | |
| 2: neutral | |
| 3: civilized | |
| splits: | |
| - name: test | |
| num_bytes: 153362 | |
| num_examples: 145 | |
| - name: train | |
| num_bytes: 1423249 | |
| num_examples: 1278 | |
| - name: validation | |
| num_bytes: 132721 | |
| num_examples: 148 | |
| - config_name: veganism | |
| features: | |
| - name: baslik | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: label | |
| dtype: | |
| class_label: | |
| names: | |
| 0: offensive | |
| 1: hate | |
| 2: neutral | |
| 3: civilized | |
| splits: | |
| - name: test | |
| num_bytes: 191878 | |
| num_examples: 121 | |
| - name: train | |
| num_bytes: 1772770 | |
| num_examples: 1100 | |
| - name: validation | |
| num_bytes: 200298 | |
| num_examples: 115 | |
| configs: | |
| - config_name: animals | |
| data_files: | |
| - split: train | |
| path: animals/train* | |
| - split: validation | |
| path: animals/valid* | |
| - split: test | |
| path: animals/test* | |
| - config_name: cities | |
| data_files: | |
| - split: train | |
| path: cities/train* | |
| - split: validation | |
| path: cities/valid* | |
| - split: test | |
| path: cities/test* | |
| - config_name: ethnicity | |
| data_files: | |
| - split: train | |
| path: ethnicity/train* | |
| - split: validation | |
| path: ethnicity/valid* | |
| - split: test | |
| path: ethnicity/test* | |
| - config_name: lgbt | |
| data_files: | |
| - split: train | |
| path: lgbt/train* | |
| - split: validation | |
| path: lgbt/valid* | |
| - split: test | |
| path: lgbt/test* | |
| - config_name: misogyny | |
| data_files: | |
| - split: train | |
| path: misogyny/train* | |
| - split: validation | |
| path: misogyny/valid* | |
| - split: test | |
| path: misogyny/test* | |
| - config_name: occupations | |
| data_files: | |
| - split: train | |
| path: occupations/train* | |
| - split: validation | |
| path: occupations/valid* | |
| - split: test | |
| path: occupations/test* | |
| - config_name: politics | |
| data_files: | |
| - split: train | |
| path: politics/train* | |
| - split: validation | |
| path: politics/valid* | |
| - split: test | |
| path: politics/test* | |
| - config_name: political-orientation | |
| data_files: | |
| - split: train | |
| path: political-orientation/train* | |
| - split: validation | |
| path: political-orientation/valid* | |
| - split: test | |
| path: political-orientation/test* | |
| - config_name: refugees | |
| data_files: | |
| - split: train | |
| path: refugees/train* | |
| - split: validation | |
| path: refugees/valid* | |
| - split: test | |
| path: refugees/test* | |
| - config_name: religion | |
| data_files: | |
| - split: train | |
| path: religion/train* | |
| - split: validation | |
| path: religion/valid* | |
| - split: test | |
| path: religion/test* | |
| - config_name: sects | |
| data_files: | |
| - split: train | |
| path: sects/train* | |
| - split: validation | |
| path: sects/valid* | |
| - split: test | |
| path: sects/test* | |
| - config_name: veganism | |
| data_files: | |
| - split: train | |
| path: veganism/train* | |
| - split: validation | |
| path: veganism/valid* | |
| - split: test | |
| path: veganism/test* | |
| # Turkish Hate Map - A Large Scale and Diverse Hate Speech Dataset for Turkish | |
| <img src="https://raw.githubusercontent.com/turkish-nlp-suite/.github/main/profile/tuhamalogo.png" width="50%" height="50%"> | |
| ## Dataset Summary | |
| Turkish Hate Map (TuHaMa for short) is a big scale Turkish hate speech dataset that includes diverse target groups such as misogyny, | |
| political animosity, animal aversion, vegan antipathy, ethnic group hostility, and more. The dataset includes a total of 52K instances with 13 target groups. | |
| The dataset includes 4 labels, **offensive**, **hate**, **neutral** and **civilized**. | |
| Here is the distribution of target groups: | |
| | Target group | size | | |
| |---|---| | |
| | Animals | 1.2K | | |
| | Cities | 1.2K | | |
| | Ethnic groups | 4.4K | | |
| | LGBT | 1.1K | | |
| | Misogyny | 19.9K | | |
| | Occupations | 0.8K | | |
| | Politics | 12.6 | | |
| | Political orientation | 3.4K | | |
| | Refugees | 2.1K | | |
| | Religion | 2.1K | | |
| | Sects | 1.5K | | |
| | Veganism | 1.3K | | |
| | Total | 52K | | |
| All text is scraped from Eksisozluk.com in a targeted manner and sampled. The annotations are done by the data company [Co-one](https://www.co-one.co/). For more details please refer to the [research paper]() | |
| ## Dataset Instances | |
| An instance looks like: | |
| ``` | |
| { | |
| "baslik": "soyleyecek-cok-seyi-oldugu-halde-susan-kadin", | |
| "text": "her susuşunda anlatmak istediği şeyi içine atan kadındır, zamanla hissettiği her şeyi tüketir. aynı zamanda çok cookdur kendisi.", | |
| "label": 2 | |
| } | |
| ``` | |
| ## Data Split | |
| | name |train|validation|test| | |
| |---------|----:|---:|---:| | |
| |Turkish Hate Map|42175|5000|5000| | |
| ## Benchmarking | |
| This dataset is a part of [SentiTurca](https://huggingface.co/datasets/turkish-nlp-suite/SentiTurca) benchmark, in the benchmark the subset name is **hate**, named according to the GLUE tasks. | |
| Model benchmarking information can be found under SentiTurca HF repo and benchmarking scripts can be found under [SentiTurca Github repo](https://github.com/turkish-nlp-suite/SentiTurca). | |
| For this dataset we benchmarked a transformer based model BERTurk and a handful of LLMs. Success of each model is follows: | |
| | Model | acc./F1 | | |
| |---|---| | |
| | Gemini 1.0 Pro | 0.33/0.29 | | |
| | GPT-4 Turbo | 0.38/0.32 | | |
| | Claude 3 Sonnet | 0.16/0.29 | | |
| | Llama 3 70B | 0.55/0.35 | | |
| | Qwen2-72B | 0.70/0.35 | | |
| | BERTurk | 0.61/0.58 | | |
| For a critique of the results, misclassified instances and more please consult to the [research paper](). | |
| ## Citation | |
| Coming soon!! |