Sorted LLaMA: Unlocking the Potential of Intermediate Layers of Large
Language Models for Dynamic Inference

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Sorted LLaMA: Unlocking the Potential of Intermediate Layers of Large Language Models for Dynamic Inference

16 September 2023

Parsa Kavehzadeh

Mojtaba Valipour

Marzieh S. Tahaei

Mehdi Rezagholizadeh

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Papers citing "Sorted LLaMA: Unlocking the Potential of Intermediate Layers of Large Language Models for Dynamic Inference"

16 / 16 papers shown

Title
Balcony: A Lightweight Approach to Dynamic Inference of Generative Language Models Benyamin Jamialahmadi Parsa Kavehzadeh Mehdi Rezagholizadeh Parsa Farinneya Hossein Rajabzadeh A. Jafari Boxing Chen Marzieh S. Tahaei 80 0 0 06 Mar 2025
SortedNet: A Scalable and Generalized Framework for Training Modular Deep Neural Networks Mojtaba Valipour Mehdi Rezagholizadeh Hossein Rajabzadeh Parsa Kavehzadeh Marzieh S. Tahaei Boxing Chen Ali Ghodsi 32 1 0 01 Sep 2023
BLOOM: A 176B-Parameter Open-Access Multilingual Language Model BigScience Workshop : Teven Le Scao Angela Fan Christopher Akiki ... Zhongli Xie Zifan Ye M. Bras Younes Belkada Thomas Wolf VLM 397 2,392 0 09 Nov 2022
DyLoRA: Parameter Efficient Tuning of Pre-trained Models using Dynamic Search-Free Low-Rank Adaptation Mojtaba Valipour Mehdi Rezagholizadeh I. Kobyzev A. Ghodsi 91 182 0 14 Oct 2022
LST: Ladder Side-Tuning for Parameter and Memory Efficient Transfer Learning Yi-Lin Sung Jaemin Cho Joey Tianyi Zhou VLM 95 244 0 13 Jun 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 515 6,293 0 05 Apr 2022
Training Compute-Optimal Large Language Models Jordan Hoffmann Sebastian Borgeaud A. Mensch Elena Buchatskaya Trevor Cai ... Karen Simonyan Erich Elsen Jack W. Rae Oriol Vinyals Laurent Sifre AI4TS 208 1,976 0 29 Mar 2022
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 217 3,782 0 03 Sep 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 490 10,496 0 17 Jun 2021
Compacter: Efficient Low-Rank Hypercomplex Adapter Layers Rabeeh Karimi Mahabadi James Henderson Sebastian Ruder MoE 111 492 0 08 Jun 2021
AdapterFusion: Non-Destructive Task Composition for Transfer Learning Jonas Pfeiffer Aishwarya Kamath Andreas Rucklé Kyunghyun Cho Iryna Gurevych CLL MoMe 141 858 0 01 May 2020
DynaBERT: Dynamic BERT with Adaptive Width and Depth Lu Hou Zhiqi Huang Lifeng Shang Xin Jiang Xiao Chen Qun Liu MQ 79 322 0 08 Apr 2020
Fully Quantized Transformer for Machine Translation Gabriele Prato Ella Charlaix Mehdi Rezagholizadeh MQ 50 70 0 17 Oct 2019
Reducing Transformer Depth on Demand with Structured Dropout Angela Fan Edouard Grave Armand Joulin 120 596 0 25 Sep 2019
Once-for-All: Train One Network and Specialize it for Efficient Deployment Han Cai Chuang Gan Tianzhe Wang Zhekai Zhang Song Han OOD 111 1,283 0 26 Aug 2019
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 222 2,686 0 09 May 2017

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