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Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient
  LLMs Under Compression

Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under Compression

18 March 2024
Junyuan Hong
Jinhao Duan
Chenhui Zhang
Zhangheng Li
Chulin Xie
Kelsey Lieberman
James Diffenderfer
Brian Bartoldson
Ajay Jaiswal
Kaidi Xu
B. Kailkhura
Dan Hendrycks
Dawn Song
Zhangyang Wang
Bo-wen Li
ArXivPDFHTML

Papers citing "Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under Compression"

12 / 12 papers shown
Title
Stability in Single-Peaked Strategic Resource Selection Games
Stability in Single-Peaked Strategic Resource Selection Games
Henri Zeiler
19
3
0
09 May 2025
CSPLADE: Learned Sparse Retrieval with Causal Language Models
CSPLADE: Learned Sparse Retrieval with Causal Language Models
Zhichao Xu
Aosong Feng
Yijun Tian
Haibo Ding
Lin Leee Cheong
RALM
35
0
0
15 Apr 2025
LabSafety Bench: Benchmarking LLMs on Safety Issues in Scientific Labs
LabSafety Bench: Benchmarking LLMs on Safety Issues in Scientific Labs
Yujun Zhou
Jingdong Yang
Kehan Guo
Pin-Yu Chen
Tian Gao
...
Tian Gao
Werner Geyer
Nuno Moniz
Nitesh V Chawla
Xiangliang Zhang
33
4
0
18 Oct 2024
Beyond Perplexity: Multi-dimensional Safety Evaluation of LLM
  Compression
Beyond Perplexity: Multi-dimensional Safety Evaluation of LLM Compression
Zhichao Xu
Ashim Gupta
Tao Li
Oliver Bentham
Vivek Srikumar
38
8
0
06 Jul 2024
On Fairness of Low-Rank Adaptation of Large Models
On Fairness of Low-Rank Adaptation of Large Models
Zhoujie Ding
Ken Ziyu Liu
Pura Peetathawatchai
Berivan Isik
Sanmi Koyejo
38
4
0
27 May 2024
Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank
  Modifications
Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications
Boyi Wei
Kaixuan Huang
Yangsibo Huang
Tinghao Xie
Xiangyu Qi
Mengzhou Xia
Prateek Mittal
Mengdi Wang
Peter Henderson
AAML
55
78
0
07 Feb 2024
Pruning for Protection: Increasing Jailbreak Resistance in Aligned LLMs
  Without Fine-Tuning
Pruning for Protection: Increasing Jailbreak Resistance in Aligned LLMs Without Fine-Tuning
Adib Hasan
Ileana Rugina
Alex Wang
AAML
47
22
0
19 Jan 2024
Instant Soup: Cheap Pruning Ensembles in A Single Pass Can Draw Lottery
  Tickets from Large Models
Instant Soup: Cheap Pruning Ensembles in A Single Pass Can Draw Lottery Tickets from Large Models
A. Jaiswal
Shiwei Liu
Tianlong Chen
Ying Ding
Zhangyang Wang
VLM
32
22
0
18 Jun 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4
Sparks of Artificial General Intelligence: Early experiments with GPT-4
Sébastien Bubeck
Varun Chandrasekaran
Ronen Eldan
J. Gehrke
Eric Horvitz
...
Scott M. Lundberg
Harsha Nori
Hamid Palangi
Marco Tulio Ribeiro
Yi Zhang
ELM
AI4MH
AI4CE
ALM
203
2,232
0
22 Mar 2023
Training language models to follow instructions with human feedback
Training language models to follow instructions with human feedback
Long Ouyang
Jeff Wu
Xu Jiang
Diogo Almeida
Carroll L. Wainwright
...
Amanda Askell
Peter Welinder
Paul Christiano
Jan Leike
Ryan J. Lowe
OSLM
ALM
301
11,730
0
04 Mar 2022
Scaling Laws for Neural Language Models
Scaling Laws for Neural Language Models
Jared Kaplan
Sam McCandlish
T. Henighan
Tom B. Brown
B. Chess
R. Child
Scott Gray
Alec Radford
Jeff Wu
Dario Amodei
220
3,054
0
23 Jan 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language
  Understanding
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding
Alex Jinpeng Wang
Amanpreet Singh
Julian Michael
Felix Hill
Omer Levy
Samuel R. Bowman
ELM
294
6,927
0
20 Apr 2018
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