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Beyond Perplexity: Multi-dimensional Safety Evaluation of LLM
  Compression

Beyond Perplexity: Multi-dimensional Safety Evaluation of LLM Compression

6 July 2024
Zhichao Xu
Ashim Gupta
Tao Li
Oliver Bentham
Vivek Srikumar
ArXivPDFHTML

Papers citing "Beyond Perplexity: Multi-dimensional Safety Evaluation of LLM Compression"

16 / 16 papers shown
Title
Stability in Single-Peaked Strategic Resource Selection Games
Stability in Single-Peaked Strategic Resource Selection Games
Henri Zeiler
17
0
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
Towards Understanding and Improving Refusal in Compressed Models via Mechanistic Interpretability
Towards Understanding and Improving Refusal in Compressed Models via Mechanistic Interpretability
Vishnu Kabir Chhabra
Mohammad Mahdi Khalili
AI4CE
23
0
0
05 Apr 2025
A Survey of Model Architectures in Information Retrieval
A Survey of Model Architectures in Information Retrieval
Zhichao Xu
Fengran Mo
Zhiqi Huang
Crystina Zhang
Puxuan Yu
Bei Wang
Jimmy J. Lin
Vivek Srikumar
KELM
3DV
46
2
0
21 Feb 2025
Investigating the Impact of Quantization Methods on the Safety and Reliability of Large Language Models
Investigating the Impact of Quantization Methods on the Safety and Reliability of Large Language Models
Artyom Kharinaev
Viktor Moskvoretskii
Egor Shvetsov
Kseniia Studenikina
Bykov Mikhail
E. Burnaev
MQ
33
0
0
18 Feb 2025
KV Cache is 1 Bit Per Channel: Efficient Large Language Model Inference
  with Coupled Quantization
KV Cache is 1 Bit Per Channel: Efficient Large Language Model Inference with Coupled Quantization
Tianyi Zhang
Jonah Yi
Zhaozhuo Xu
Anshumali Shrivastava
MQ
21
25
0
07 May 2024
Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient
  LLMs Under Compression
Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under Compression
Junyuan Hong
Jinhao Duan
Chenhui Zhang
Zhangheng Li
Chulin Xie
...
B. Kailkhura
Dan Hendrycks
Dawn Song
Zhangyang Wang
Bo-wen Li
26
24
0
18 Mar 2024
Dialect prejudice predicts AI decisions about people's character,
  employability, and criminality
Dialect prejudice predicts AI decisions about people's character, employability, and criminality
Valentin Hofmann
Pratyusha Kalluri
Dan Jurafsky
Sharese King
61
38
0
01 Mar 2024
Multi-dimensional Evaluation of Empathetic Dialog Responses
Multi-dimensional Evaluation of Empathetic Dialog Responses
Zhichao Xu
Jiepu Jiang
18
5
0
18 Feb 2024
Paloma: A Benchmark for Evaluating Language Model Fit
Paloma: A Benchmark for Evaluating Language Model Fit
Ian H. Magnusson
Akshita Bhagia
Valentin Hofmann
Luca Soldaini
A. Jha
...
Iz Beltagy
Hanna Hajishirzi
Noah A. Smith
Kyle Richardson
Jesse Dodge
126
21
0
16 Dec 2023
"I'm sorry to hear that": Finding New Biases in Language Models with a
  Holistic Descriptor Dataset
"I'm sorry to hear that": Finding New Biases in Language Models with a Holistic Descriptor Dataset
Eric Michael Smith
Melissa Hall
Melanie Kambadur
Eleonora Presani
Adina Williams
62
128
0
18 May 2022
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
BBQ: A Hand-Built Bias Benchmark for Question Answering
BBQ: A Hand-Built Bias Benchmark for Question Answering
Alicia Parrish
Angelica Chen
Nikita Nangia
Vishakh Padmakumar
Jason Phang
Jana Thompson
Phu Mon Htut
Sam Bowman
202
364
0
15 Oct 2021
On Language Models for Creoles
On Language Models for Creoles
Heather Lent
Emanuele Bugliarello
Miryam de Lhoneux
Chen Qiu
Anders Søgaard
32
17
0
13 Sep 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming
  Few-Shot Prompt Order Sensitivity
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity
Yao Lu
Max Bartolo
Alastair Moore
Sebastian Riedel
Pontus Stenetorp
AILaw
LRM
274
882
0
18 Apr 2021
The Woman Worked as a Babysitter: On Biases in Language Generation
The Woman Worked as a Babysitter: On Biases in Language Generation
Emily Sheng
Kai-Wei Chang
Premkumar Natarajan
Nanyun Peng
195
607
0
03 Sep 2019
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