"natural language understanding" Papers

12 papers found

AdaMSS: Adaptive Multi-Subspace Approach for Parameter-Efficient Fine-Tuning

Jingjing Zheng, Wanglong Lu, Yiming Dong et al.

NEURIPS 2025

Beyond Autoregression: Fast LLMs via Self-Distillation Through Time

Justin Deschenaux, Caglar Gulcehre

ICLR 2025arXiv:2410.21035
29
citations

Collapsed Language Models Promote Fairness

Jingxuan Xu, Wuyang Chen, Linyi Li et al.

ICLR 2025arXiv:2410.04472
1
citations

Decoupling Angles and Strength in Low-rank Adaptation

Massimo Bini, Leander Girrbach, Zeynep Akata

ICLR 2025arXiv:2503.18225
8
citations

Federated Residual Low-Rank Adaption of Large Language Models

Yunlu Yan, Chun-Mei Feng, Wangmeng Zuo et al.

ICLR 2025
8
citations

Improving Natural Language Understanding for LLMs via Large-Scale Instruction Synthesis

Lin Yuan, Jun Xu, Honghao Gui et al.

AAAI 2025paperarXiv:2502.03843
3
citations

Structural Entropy Guided Probabilistic Coding

Xiang Huang, Hao Peng, Li Sun et al.

AAAI 2025paperarXiv:2412.08841
3
citations

BiPFT: Binary Pre-trained Foundation Transformer with Low-Rank Estimation of Binarization Residual Polynomials

Xingrun Xing, Li Du, Xinyuan Wang et al.

AAAI 2024paperarXiv:2312.08937
5
citations

ConsistentEE: A Consistent and Hardness-Guided Early Exiting Method for Accelerating Language Models Inference

Ziqian Zeng, Yihuai Hong, Hongliang Dai et al.

AAAI 2024paperarXiv:2312.11882
17
citations

Imitation of Life: A Search Engine for Biologically Inspired Design

Hen Emuna, Nadav Borenstein, Xin Qian et al.

AAAI 2024paperarXiv:2312.12681
4
citations

Labels Need Prompts Too: Mask Matching for Natural Language Understanding Tasks

Bo Li, Wei Ye, Quansen Wang et al.

AAAI 2024paperarXiv:2312.08726
4
citations

SeqGPT: An Out-of-the-Box Large Language Model for Open Domain Sequence Understanding

Tianyu Yu, Chengyue Jiang, Chao Lou et al.

AAAI 2024paperarXiv:2308.10529
28
citations