thestalwart/satoshi-stylometry

Satoshi Stylometry

A ModernBERT-base model fine-tuned to detect Satoshi Nakamoto's writing style.

Usage

from transformers import pipeline

classifier = pipeline("text-classification", model="thestalwart/satoshi-stylometry")
result = classifier("The proof-of-work chain is the solution to the synchronization problem.")
print(result)
# [{'label': 'satoshi', 'score': 0.99}]

Training Data

• 572 Satoshi writings: BitcoinTalk posts, cryptography mailing list emails, P2P Foundation posts
• 1,546 non-Satoshi writings: Same era cryptography mailing list and BitcoinTalk forum posts

Results

99.1% accuracy on 350 held-out texts (97.8% Satoshi recall, 99.6% non-Satoshi recall).

Links

• Demo Space
• GitHub