Summmary Model Llama 3.2 1B Instruct

🚀 Summarization Model Card

This is a fine - tuned model for summarization, which can generate concise and informative summaries from long texts. It captures key ideas and presents them in a bullet - point format for easy reading.

🚀 Quick Start

To load this model, use the following code snippet:

from peft import AutoPeftModelForCausalLM
from transformers import AutoTokenizer

# Replace "lora_model" with your actual model name
model = AutoPeftModelForCausalLM.from_pretrained(
    "saishshinde15/Summmary_Model_Llama-3.2-1B-Instruct",  # YOUR MODEL YOU USED FOR TRAINING
    load_in_4bit=True,  # Adjust as needed
)
tokenizer = AutoTokenizer.from_pretrained("saishshinde15/Summmary_Model_Llama-3.2-1B-Instruct")

✨ Features

• Language: English
• Fine - tuned on: The dataset openai/summarize_from_feedback for improved summarization capabilities.
• Performance Metric: Evaluated based on accuracy.
• This model has been fine - tuned to generate concise and informative summaries from lengthy texts, presenting key ideas in an easy - to - read bullet - point format.

📚 Documentation

Model Overview

• Model Name: Llama - 3.2 - 1B Instruct Model Fine - tuned for Summarization
• Developed by: saishshinde15
• License: Apache - 2.0
• Base Model: [meta - llama/Llama - 3.2 - 1B - Instruct](https://huggingface.co/meta - llama/Llama - 3.2 - 1B - Instruct)

Description

This model has been fine - tuned to excel in generating concise and informative summaries from lengthy texts. It captures key ideas while presenting them in an easy - to - read bullet - point format.

Prompt for Optimal Use

For the best results, please utilize the following tried - and - true prompt structure:

You are given the following text. Please provide a summary in 5 - 10 key points, depending on the length of the document. Each point should be clearly formatted in bullet format, starting with an asterisk (*).

**Note:** The examples provided below are for your reference only and should not be included in your response.

### Examples (for reference only):
* The sky is blue on a clear day.
* Water boils at 100 degrees Celsius.
* Trees produce oxygen through photosynthesis.

### Original Text:
{}

### Key Points Summary (in bullet points):

📄 License

This model is licensed under the Apache - 2.0 license.