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metadata
library_name: generic
tags:
  - summarization
license: mit

Model Description

This is the project for the course Multimedia System in Leiden University 2023 fall. The model is part of self-designed software for the final project that summarizes short texts. The original summarization model is from https://towardsdatascience.com/text-summarization-with-gpt2-and-layer-ai-599625085d8e .

Training Datasets

  • Amazon review dataset
  • Twitter crawler dataset
  • Emotion analysis dataset
  • Kindle review dataset

TODO

  • Improve training data quality
  • Model analysis
  • Inference development

Interface

import requests

API_URL = "https://api-inference.huggingface.co/models/Lin0He/text-summary-gpt2-short"
headers = {"Authorization": "Bearer <Your API tokens>"}

def query(payload):
    response = requests.post(API_URL, headers=headers, json=payload)
    return response.json()
    
output = query({
    "inputs": "Today was a beautiful day. I have down all my homework, and baked some cookies with my friends. What a lovely day."
})
print(output)