Update README.md

README.md

@@ -25,13 +25,15 @@ tags:
 - llama
 - mistral
 - gemma
+- text-generation-inference
+- chat
 pretty_name: Qwopus Pashto Reasoning SFT Dataset - د پښتو AI لپاره د استدلال ډیټاسیټ
 size_categories:
 - 10k<n<100k
 task_categories:
 - text-generation
-- conversational
 - question-answering
+- conversational
 ---
 
 # 🚀 Qwopus Pashto Reasoning SFT Dataset
@@ -184,6 +186,21 @@ for message in conversation["conversations"]:
     print(f"{message['from']}: {message['value'][:100]}...")
 ```
 
+### Text Generation with Transformers
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2-7B")
+tokenizer = AutoTokenizer.from_pretrained("Qwen/Qwen2-7B")
+
+# Fine-tune using the dataset
+# Then generate Pashto text
+inputs = tokenizer("د پښتو جملې موضوع څه ده؟", return_tensors="pt")
+outputs = model.generate(**inputs, max_length=200)
+print(tokenizer.decode(outputs[0]))
+```
+
 ### LLaMA-Factory Training
 
 ```bash
@@ -223,7 +240,7 @@ After fine-tuning on this dataset, models demonstrate:
 ✅ **Native-level Pashto reasoning**  
 ✅ **Step-by-step explanation capability**  
 ✅ **Grammar analysis in Pashto**  
-✅ **Mathematical problem-solving in Dari/Pashto context**  
+✅ **Mathematical problem-solving in Pashto context**  
 
 ## 📊 Benchmarks
 
@@ -239,8 +256,8 @@ After fine-tuning on this dataset, models demonstrate:
 
 This dataset is part of the growing **Pashto AI Ecosystem**:
 
-- 🤗 [Pashto Models](https://huggingface.co/models?language=ps)
-- 📚 [Pashto NLP Resources](https://github.com/pashto-nlp)
+- 🤗 [Pashto Models on Hugging Face](https://huggingface.co/models?language=ps)
+- 📚 [Pashto NLP Resources](https://github.com/spinzar)
 - 💬 [Discord Community](https://discord.gg/pashto-ai)
 
 ## 🤝 Contribute & Support
@@ -251,7 +268,7 @@ This dataset is part of the growing **Pashto AI Ecosystem**:
 - 🐛 Report issues
 - 🔧 Submit PRs for improvements
 - 📢 Share with your network
-- 💰 Sponsor via [GitHub Sponsors](https://github.com/sponsors/nassimjp)
+- 💰 Sponsor via [GitHub Sponsors](https://github.com/sponsors/spinzar)
 
 ## 🚀 Citation & Usage
 
@@ -299,7 +316,7 @@ This dataset is released under the **Apache License 2.0**, permitting commercial
 [![HuggingFace](https://img.shields.io/badge/🤗-View_on_HuggingFace-ffd21e)](https://huggingface.co/datasets/nassimjp/qwopus-pashto-reasoning-sft)
 [![GitHub](https://img.shields.io/badge/GitHub-Repository-black)](https://github.com/nassimjp/qwopus-pashto-reasoning)
 [![Discord](https://img.shields.io/badge/Discord-Join_Community-5865F2)](https://discord.gg/pashto-ai)
-[![Twitter](https://img.shields.io/badge/Twitter-Follow-1DA1F2)](https://twitter.com/nassimjp)
+[![Twitter](https://img.shields.io/badge/Twitter-Follow-1DA1F2)](https://twitter.com/PashtoAi)
 
 ---
 
@@ -308,5 +325,4 @@ This dataset is released under the **Apache License 2.0**, permitting commercial
 
 **🇦🇫 د پښتو AI راتلونکی جوړوو!**  
 *Building the future of Pashto AI together!*
-
 ```