Author

A. Shaikh

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Open access Sep 2026

Finistral AI: An Efficient Financial-Sentiment LoRA Adapter and a Train/Test Contamination Case Study

We present Finistral-7B-LoRA, a parameter-efficient financial-sentiment classifier produced by applying Low-Rank Adaptation (LoRA) to the 7-billion-parameter Mistral-7B-v0.1 language model. The adapter is trained on the open-source FinGPT/fingpt-sentiment-train corpus of approximately 77,000 labelled sentences, updatin...

A. Shaikh, Fazal Jalil Parkar, Abdul Qayyum Abdul Rahim Khan et al. · Journal of Information and C... · 0 citations

#artificial intelligence Preprint Sep 2026

No One Architecture Fits All: A Cross-Environment Evaluation of Hierarchical Red Team Agents

Autonomous red team agents increasingly stress-test AI-enabled cyber defenses by planning strategy and executing multistage attacks. Reinforcement learning (RL) and large language models (LLMs) offer complementary mechanisms for the planning and execution such agents require, and prior work has combined them in hybrid...

A. Shaikh, Arunesh Sinha, Nathaniel D. Bastian et al. · 0 citations