Ebad Shabbir

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

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Abdullah Mohammad (1)Sushant Kumar Ray (1)Pushkar Arora (1)Rafiq Ali (1)

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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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Ebad Shabbir

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)