Ensuring Responsible AI: The Role of Supervised Fine-Tuning (SFT) in Upholding Integrity and Privacy Regulations

Tejaskumar Pujari ; Anshul Goel ; Ashwin Sharma
International Journal Science and Technology (IJST... 📅 2024 Vol 3, No 3 🔗 DOI: 10.56127/ijst.v3i3.1968
Abstract
AI is increasingly used in high-stakes fields such as healthcare, finance, education, and public governance, requiring systems that uphold fairness, accountability, transparency, and privacy. This paper highlights the critical role of Supervised Fine-Tuning (SFT) in aligning large AI models with ethical principles and regulatory frameworks like the GDPR and EU AI Act.
The interdisciplinary approach combines regulatory analysis, technical research, and case studies. It proposes integrating privacy-preserving techniques—differential privacy, secure multiparty computation, and federated learning—with SFT during deployment.
The research also advocates incorporating Human-in-the-Loop (HITL) and Explainable AI (XAI) to ensure ongoing oversight and interpretability. SFT is positioned not only as a technical method but as a core enabler of responsible AI governance and public trust.
Keywords
Responsible AI Supervised Fine-Tuning (SFT) Data Privacy GDPR AI Act Integrity Bias Mitigation Differential Privacy Federated Learning AI Governance Ethical AI Model Transparency
How to Cite

Tejaskumar Pujari, et al. (2024). Ensuring Responsible AI: The Role of Supervised Fine-Tuning (SFT) in Upholding Integrity and Privacy Regulations. International Journal Science and Technology (IJST), 3(3). https://doi.org/10.56127/ijst.v3i3.1968

Tejaskumar Pujari; Anshul Goel; Ashwin Sharma, "Ensuring Responsible AI: The Role of Supervised Fine-Tuning (SFT) in Upholding Integrity and Privacy Regulations," International Journal Science and Technology (IJST), vol. 3, no. 3, 2024.

Tejaskumar Pujari; Anshul Goel; Ashwin Sharma. "Ensuring Responsible AI: The Role of Supervised Fine-Tuning (SFT) in Upholding Integrity and Privacy Regulations." International Journal Science and Technology (IJST), vol. 3, no. 3, 2024.

Tejaskumar Pujari; Anshul Goel; Ashwin Sharma. "Ensuring Responsible AI: The Role of Supervised Fine-Tuning (SFT) in Upholding Integrity and Privacy Regulations." International Journal Science and Technology (IJST) 3, no. 3 (2024).

Tejaskumar Pujari, et al. (2024) 'Ensuring Responsible AI: The Role of Supervised Fine-Tuning (SFT) in Upholding Integrity and Privacy Regulations', International Journal Science and Technology (IJST), 3(3). doi: 10.56127/ijst.v3i3.1968.

Tejaskumar Pujari; Anshul Goel; Ashwin Sharma. Ensuring Responsible AI: The Role of Supervised Fine-Tuning (SFT) in Upholding Integrity and Privacy Regulations. International Journal Science and Technology (IJST). 2024;3(3).

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