"language model efficiency" Papers

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Are Language Models Efficient Reasoners? A Perspective from Logic Programming

Andreas Opedal, Yanick Zengaffinen, Haruki Shirakami et al.

NEURIPS 2025arXiv:2510.25626

Jet-Nemotron: Efficient Language Model with Post Neural Architecture Search

Yuxian Gu, Qinghao Hu, Haocheng Xi et al.

NEURIPS 2025arXiv:2508.15884
16
citations

Learning How Hard to Think: Input-Adaptive Allocation of LM Computation

Mehul Damani, Idan Shenfeld, Andi Peng et al.

ICLR 2025arXiv:2410.04707
47
citations

Scaling Embedding Layers in Language Models

Da Yu, Edith Cohen, Badih Ghazi et al.

NEURIPS 2025arXiv:2502.01637
11
citations