Title
Quantization Error Propagation: Revisiting Layer-Wise Post-Training Quantization Yamato Arai Yuma Ichikawa MQ 36 0 0 13 Apr 2025
MoQa: Rethinking MoE Quantization with Multi-stage Data-model Distribution Awareness Zihao Zheng Xiuping Cui Size Zheng Maoliang Li Jiayu Chen Yun Liang Xiang Chen MQ MoE 69 0 0 27 Mar 2025
OstQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitting Xing Hu Yuan Cheng Dawei Yang Zukang Xu Zhihang Yuan Jiangyong Yu Chen Xu Zhe Jiang Sifan Zhou MQ 49 6 0 23 Jan 2025
I-LLM: Efficient Integer-Only Inference for Fully-Quantized Low-Bit Large Language Models Xing Hu Yuan Cheng Dawei Yang Zhihang Yuan Jiangyong Yu Chen Xu Sifan Zhou MQ 40 8 0 28 May 2024
QuIP: 2-Bit Quantization of Large Language Models With Guarantees Jerry Chee Yaohui Cai Volodymyr Kuleshov Chris De Sa MQ 51 189 0 25 Jul 2023
Random-LTD: Random and Layerwise Token Dropping Brings Efficient Training for Large-scale Transformers Z. Yao Xiaoxia Wu Conglong Li Connor Holmes Minjia Zhang Cheng-rong Li Yuxiong He 31 11 0 17 Nov 2022
GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers Elias Frantar Saleh Ashkboos Torsten Hoefler Dan Alistarh MQ 33 904 0 31 Oct 2022
ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale Transformers Z. Yao Reza Yazdani Aminabadi Minjia Zhang Xiaoxia Wu Conglong Li Yuxiong He VLM MQ 73 448 0 04 Jun 2022
Feeding What You Need by Understanding What You Learned Xiaoqiang Wang Bang Liu Fangli Xu Bowei Long Siliang Tang Lingfei Wu 65 6 0 05 Mar 2022
Semantic Categorization of Social Knowledge for Commonsense Question Answering Gengyu Wang Xiaochen Hou Diyi Yang Kathleen McKeown Jing Huang VLM 24 3 0 11 Sep 2021
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 14 50 0 01 Oct 2020
ProtoQA: A Question Answering Dataset for Prototypical Common-Sense Reasoning Michael Boratko Xiang Lorraine Li Rajarshi Das Timothy J. O'Gorman Daniel Le Andrew McCallum 27 56 0 02 May 2020
QASC: A Dataset for Question Answering via Sentence Composition Tushar Khot Peter Clark Michal Guerquin Peter Alexander Jansen Ashish Sabharwal CoGe 39 319 0 25 Oct 2019
Improving Natural Language Inference Using External Knowledge in the Science Questions Domain Xiaoyang Wang Pavan Kapanipathi Ryan Musa Mo Yu Kartik Talamadupula ... Maria Chang Achille Fokoue B. Makni Nicholas Mattei Michael Witbrock 18 157 0 15 Sep 2018
A Decomposable Attention Model for Natural Language Inference Ankur P. Parikh Oscar Täckström Dipanjan Das Jakob Uszkoreit 213 1,367 0 06 Jun 2016