Md Motaleb Hossen Manik

Department of Computer Science, Department of Biomedical Engineering, Rensselaer Polytechnic Institute

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Publication activitypapers/week, last 8 weeks

Research focus

Architecture Design (Transformers, SSMs, MoE) (1)Eval Frameworks & Benchmarks (1)Reasoning & Chain-of-Thought (1)

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Ge Wang (1)

Papers (1)

Apr 8, 2026

Department of Computer ScienceApr 8, 2026·also Department of Biomedical Engineering, RPI

Gemma 4, Phi-4, and Qwen3: Accuracy-Efficiency Tradeoffs in Dense and MoE Reasoning Language Models

MoE models don't automatically win on efficiency: the best accuracy-efficiency tradeoff for reasoning LLMs depends on a complex interplay between architecture, prompting, and task.

Md Motaleb Hossen Manik, Ge Wang

Architecture Design (Transformers, SSMs, MoE)Eval Frameworks & Benchmarks Reasoning & Chain-of-Thought

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Md Motaleb Hossen Manik

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)