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ag-news-dataset

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Public validation of SRI (Structural Retention) and CI (Collapse Index) metrics on AG News dataset: 90.4% accuracy, 9.2% flip rate, revealing model brittleness beyond standard benchmarks with AUC 0.874!

  • Updated Jan 7, 2026
  • Python

This repository contains the code, model configurations, and report for fine-tuning a roberta-base model using Low-Rank Adaptation (LoRA)- a Parameter-Efficient Fine-Tuning (PEFT) method - on the AG News classification task. The goal was to achieve high test accuracy while keeping trainable parameters under 1 million.

  • Updated Apr 22, 2025
  • Jupyter Notebook

Recurrent Neural Network (RNN) and Long-Short Term Memory networks (LSTMs) trained to classify text data into 4 categories from the AG news dataset

  • Updated Mar 24, 2026

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