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9mark9 's Collections
LLM security and agent tooling
Small financial-sentiment models and attacks
Responsible AI and compliance demos
Astronomy and science ML

Small financial-sentiment models and attacks

updated 5 days ago

LoRA and MiniLM classifiers for financial text, plus a demo of how a planted sentence can flip them.

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  • Running on Zero
    Agents

    Fin-LoRA Attack Demo

    🛡

    Plant one sentence, watch a financial sentiment LoRA flip


  • 9mark9/fin-lora-news-qwen2.5-1.5b-adv

    Text Generation • Updated about 18 hours ago • 61 • 1

    Note Adapter trained with planted-sentence augmentation: 90% accuracy after the attack (published 1.5B: 19-51%).


  • 9mark9/fin-lora-news-qwen2.5-0.5b-adv

    Text Generation • Updated about 18 hours ago • 174

  • Running
    Agents

    Financial Sentiment FinBERT MiniLM

    📈

    Financial sentence sentiment from a 33M-parameter MiniLM


  • 9mark9/finbert-minilm-sentiment

    Text Classification • 33.4M • Updated 5 days ago • 334

  • 9mark9/fin-lora-news-qwen2.5-1.5b

    Text Generation • Updated about 18 hours ago • 115 • 1

  • 9mark9/fin-lora-news-qwen2.5-0.5b

    Text Generation • Updated about 18 hours ago • 363 • 1

  • 9mark9/finbert-deberta-large-sentiment

    Text Classification • 0.4B • Updated 3 days ago • 89

    Note DeBERTa-v3-large fine-tune: 90.2% finance tweets, 99.4% PhraseBank; 435M params

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