arinbalyan/summarization-chat

Text Summarization with SmolLM2-1.7B (LoRA Fine-Tuned)

A Gradio app for article summarization using SmolLM2-1.7B fine-tuned with LoRA on the CNN/DailyMail dataset.

How it works

1. 1.Paste an article into the text box (or click a sample article)
2. 2.Adjust temperature and max tokens if desired
3. 3.Click Summarize to generate a concise summary

Model

• —Base: HuggingFaceTB/SmolLM2-1.7B
• —Fine-tuning: LoRA (r=8, alpha=16) on CNN/DailyMail
• —Hardware: Kaggle P100 (16GB GPU)
• —Hub: arinbalyan/summarization-lora

Training

See the Kaggle notebook for the full training pipeline.