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HC3 AI-Generated Text Detector (CS 546 HW1)

Fine-tuned sentence-transformers/all-MiniLM-L6-v2 for binary classification of HC3 answers: 0 = human, 1 = ChatGPT.

Training

  • Data: Hello-SimpleAI/HC3 (English), question-level 80/10/10 split, seed 42
  • Full fine-tuning, AdamW, lr 2e-5, batch size 32, 5 epochs, max length 256

Results (HC3 test set, 4,668 answers)

Model Test accuracy
Baseline: frozen MiniLM embeddings + logistic regression 0.8449
Fine-tuned MiniLM 0.9908
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