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Author

Shilpa Gite

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Conference Aug 2026

Dual-Signal Explainability for LLM-Based Automated Grading and Feedback: A Pilot Study

The provision of prompt and customized feedback on student responses in descriptive questions continues to be a difficult problem for educators in virtual and hybrid education systems. The paper introduces the Explainable AI Grading Framework (XAIGF), which is a fusion of two paradigms - semantic evaluation through Lar...

Pratap P. Nayadkar, Shilpa Gite, Swati Sharma et al. · 0 citations
Open access Aug 2026

Blockchain-anchored multi-discriminator GAN architecture for real-time zero-day attack detection in social IoT edge networks with explainable audit trails

Social Internet of Things (SIoT) deployments, in which heterogeneous edge devices form long-lived peer-to-peer relationships governed by social-network primitives, have become prime targets for zero-day attackers that exploit local topology, abnormal behaviour of previously unknown devices, and resource-constrained gat...

S. Kanawade, N. Deshpande, Shilpa Gite et al. · 0 citations
Open access Jul 2026

General-purpose named entity recognition using transformer-based fine-tuned approach

A transformer-based fully fine-tuned XLNet model with 117M parameters is proposed, designed to recognize and extract named entities form general domain data and can be used for content recommendation, information retrieval in Q&A systems.

Parth Goel, A. Bhatt, Biswajeet Pradhan et al. · 0 citations

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