Report for ProsusAI/finbert
Hey Team!🤗✨
We’re thrilled to share some amazing evaluation results that’ll make your day!🎉📊
We have identified 1 potential vulnerabilities in your model based on an automated scan.
This automated analysis evaluated the model on the dataset financial_phrasebank (subset sentences_50agree, split train).
👉Robustness issues (1)
| Vulnerability | Level | Data slice | Metric | Transformation | Deviation |
|---|---|---|---|---|---|
| Robustness | major 🔴 | — | Fail rate = 0.113 | Add typos | 113/1000 tested samples (11.3%) changed prediction after perturbation |
🔍✨Examples
When feature “text” is perturbed with the transformation “Add typos”, the model changes its prediction in 11.3% of the cases. We expected the predictions not to be affected by this transformation.| text | Add typos(text) | Original prediction | Prediction after perturbation | |
|---|---|---|---|---|
| 982 | The financial impact is estimated to be an annual improvement of EUR2 .0 m in the division 's results , as of fiscal year 2008 . | The financial impact ix estimated gto be an annual improvemejt of EUR2 .0 m in the division 's resuots , as of fiscal yer 2008 | positive (p = 0.95) | neutral (p = 0.82) |
| 3529 | Analysts surveyed by Thomson Financial expected revenue of $ 69 million for the quarter . | Analysts surveyed by Thomdon Financial expected revenue of $ 69 million for the quarter . | neutral (p = 0.54) | positive (p = 0.57) |
| 722 | Operating profit totalled EUR 5.8 mn , up from a loss of EUR 1.7 mn in the fourth quarter of 2009 . | Operating profit totalled EUR 5.8 mn , upf rom a loss of EUR 1.7 mn in th flourth quarter of 2009 . | positive (p = 0.96) | negative (p = 0.60) |
Disclaimer: it's important to note that automated scans may produce false positives or miss certain vulnerabilities. We encourage you to review the findings and assess the impact accordingly.
💡 What's Next?
- Checkout the Giskard Space and improve your model.
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🙌 Big Thanks!
We're grateful to have you on this adventure with us. 🚀🌟 Here's to more breakthroughs, laughter, and code magic! 🥂✨ Keep hugging that code and spreading the love! 💻 #Giskard #Huggingface #AISafety 🌈👏 Your enthusiasm, feedback, and contributions are what seek. 🌟 Keep being awesome!