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Home/Authors/Liu O. Martin

Liu O. Martin

1 indexed paper

Recent (6 mo)
1
With code
0
Influential cites
0
Benchmarked
0

Publications per year

1
26

Top categories

NLP×1AI×1ML×1

Frequent co-authors

Lucas Bandarkar1×
Nanyun Peng1×

Research Timeline

2026
Extracting Small Translation Specialists from LLMs by Aggressively Pruning Experts

The paper proposes an aggressive, parameter-efficient method to prune non-essential experts from Mixture-of-Experts (MoE) LLMs, significantly compressing the model while maintaining high machine translation quality.

Highlighted terms show continued research focus across papers

Papers

cs.CLcs.AIcs.LGRecentMay 27, 2026

Extracting Small Translation Specialists from LLMs by Aggressively Pruning Experts

Liu O. Martin, Lucas Bandarkar, Nanyun Peng

The paper proposes an aggressive, parameter-efficient method to prune non-essential experts from Mixture-of-Experts (MoE) LLMs, significantly compressing the model while maintaining high machine trans…

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