SATYA — Fine-Tuned Gemma 4 E4B for Truth Detection

LoRA adapter fine-tuned for on-device misinformation detection.

Training Data

  • 3,232 Indian fact-checks (BOOM Live, Alt News, FACTLY, The Quint, Vishvas News)
  • 5,500 LIAR2 political claims

Results (on 437 held-out test examples)

Metric Base Gemma 4 SATYA Fine-Tuned Improvement
Accuracy 0.3461 0.5370 +0.1910
F1 (macro) 0.2306 0.3025 +0.0718

Training

  • Method: LoRA (rank 16, alpha 32, dropout 0.0) via Unsloth
  • Steps: 1000 of 1392 (Kaggle 12-hour cap)
  • Hardware: Tesla T4 x2

License: Apache 2.0

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