Token Classification
Transformers
Safetensors
PyTorch
Baluchi
xlm-roberta
part-of-speech
pos-tagging
balochi
low-resource
universal-dependencies
shahbakhsh
Eval Results (legacy)
Instructions to use shahbakhsh/BalPOS with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use shahbakhsh/BalPOS with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="shahbakhsh/BalPOS")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("shahbakhsh/BalPOS") model = AutoModelForTokenClassification.from_pretrained("shahbakhsh/BalPOS", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| sentence_idx,word,sentence_length,true_tag,predicted_tag,confidence,correct | |
| 41,بوتگ,13,NOUN,ADJ,0.2969,False | |
| 45,ھلک,46,NOUN,CCONJ,0.3415,False | |
| 105,۔,5,ADJ,VERB,0.3556,False | |
| 59,بلے,28,PRON,DET,0.3708,False | |
| 104,جاھے,18,ADJ,NOUN,0.3947,False | |
| 14,ءِ,72,ADP,PART,0.4267,False | |
| 14,تہا,72,VERB,ADJ,0.4461,False | |
| 81,چو,10,VERB,NOUN,0.4545,False | |
| 48,ءَ,7,NOUN,VERB,0.4547,False | |
| 113,آزمانگ,40,INTJ,PROPN,0.4779,False | |
| 36,گو,25,ADP,VERB,0.492,False | |
| 33,چوں,11,NOUN,ADJ,0.492,False | |
| 106,سِپَت,38,VERB,NOUN,0.4955,False | |
| 30,زور,13,NOUN,ADJ,0.4992,False | |
| 34,آ,16,SCONJ,ADV,0.5379,False | |
| 50,ءَ,21,NOUN,ADJ,0.5455,False | |
| 65,پہ,12,NOUN,ADP,0.5674,False | |
| 54,داخل,9,ADJ,NOUN,0.6257,False | |
| 66,ءُ,47,AUX,VERB,0.626,False | |
| 5,دو,24,ADV,CCONJ,0.638,False | |
| 53,اے,15,NUM,DET,0.6668,False | |
| 68,ایدگہ,7,ADV,SCONJ,0.6698,False | |
| 36,ں,25,PART,ADP,0.6768,False | |
| 32,ہرچی,19,NOUN,ADJ,0.6803,False | |
| 36,شورنہ,25,NOUN,ADJ,0.6869,False | |
| 5,پجه,24,PART,ADV,0.6995,False | |
| 76,۔,15,PROPN,NOUN,0.714,False | |
| 107,بن,16,PROPN,NOUN,0.7303,False | |
| 124,بِیرَم,6,ADV,SCONJ,0.7602,False | |
| 14,پروشے,72,DET,ADJ,0.7627,False | |
| 66,حدکرتگ,47,ADP,ADV,0.7847,False | |
| 116,ورجینا,13,NOUN,ADJ,0.7859,False | |
| 34,ہم,16,AUX,ADV,0.794,False | |
| 43,آئیءِ,19,PROPN,NOUN,0.7971,False | |
| 75,ایر,49,ADV,PART,0.7984,False | |
| 106,سرا,38,PRON,ADV,0.8034,False | |
| 7,ءِ,15,NOUN,PRON,0.8067,False | |
| 42,زند,27,DET,PRON,0.8168,False | |
| 14,ءُ,72,PRON,VERB,0.8265,False | |
| 88,‘‘,57,PRON,AUX,0.8449,False | |
| 56,اَنت,23,PRON,AUX,0.8458,False | |
| 64,ءُ,7,NOUN,PROPN,0.857,False | |
| 42,ءُ,27,NOUN,ADP,0.8581,False | |
| 20,ہمے,21,NOUN,PROPN,0.8672,False | |
| 35,ہما,15,ADV,ADJ,0.8689,False | |
| 89,ہورانی,20,NOUN,ADJ,0.9041,False | |
| 73,میتھو,53,NOUN,ADJ,0.9066,False | |
| 73,آرنلڈ,53,NOUN,ADJ,0.9084,False | |
| 61,آنکہ,20,PRON,DET,0.9147,False | |
| 129,دریگ,4,NOUN,ADV,0.9298,False | |
| 87,چارگءَ,6,ADJ,NOUN,0.9408,False | |
| 12,ارسطو,40,NOUN,PROPN,0.9415,False | |
| 32,تابعداریں,19,PART,ADP,0.9418,False | |
| 37,سنگتاں,38,VERB,ADJ,0.9423,False | |
| 25,پت,16,PART,NOUN,0.9448,False | |
| 68,سُہب,7,NOUN,PROPN,0.946,False | |
| 9,دل,19,NOUN,VERB,0.9486,False | |
| 128,چوکہ,26,NOUN,VERB,0.9719,False | |
| 21,ءَ,14,VERB,NOUN,0.975,False | |
| 70,محبت,13,NOUN,VERB,0.9764,False | |
| 77,انچو,14,PROPN,NOUN,0.9776,False | |
| 11,سبز,19,ADP,PUNCT,0.9783,False | |
| 127,بہر,10,ADP,PRON,0.9795,False | |
| 58,سرشپ,25,NOUN,PRON,0.9797,False | |
| 40,نہ,21,NOUN,PUNCT,0.9821,False | |
| 128,آئی,26,ADV,VERB,0.9821,False | |
| 72,تحلیل,23,ADV,ADP,0.9823,False | |
| 40,بالو,21,NOUN,PUNCT,0.9828,False | |
| 107,۔,16,ADJ,NOUN,0.9829,False | |
| 49,منی,8,NOUN,VERB,0.9854,False | |
| 22,ءُ,31,ADV,VERB,0.988,False | |
| 121,ادءَ,32,DET,PRON,0.988,False | |
| 93,’’,12,PRON,NOUN,0.9908,False | |
| 30,اے,13,PART,ADP,0.9909,False | |
| 87,فرق,6,ADJ,NOUN,0.992,False | |
| 86,دو,19,ADJ,NOUN,0.9939,False | |
| 122,رنگیں,13,ADV,ADP,0.9944,False | |