Abdullah Mohammad

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Publication activitypapers/week, last 8 weeks

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Distributed Systems & Hardware (1)Eval Frameworks & Benchmarks (1)Inference & Quantization (1)

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Sushant Kumar Ray (1)Pushkar Arora (1)Rafiq Ali (1)Ebad Shabbir (1)

Papers (1)

Apr 21, 2026

Stanford HAI4d ago·also Macquarie

Are Large Language Models Economically Viable for Industry Deployment?

Forget chasing the biggest LLM – this benchmark reveals that smaller models (<2B params) can deliver 3x better energy efficiency and faster ROI in real-world industry deployments.

Abdullah Mohammad, Sushant Kumar Ray, Pushkar Arora +4

Distributed Systems & Hardware Eval Frameworks & Benchmarks Inference & Quantization

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Abdullah Mohammad

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)