Understanding the Effect of Model Compression on Social Bias in Large Language Models

9 December 2023

Papers citing "Understanding the Effect of Model Compression on Social Bias in Large Language Models"

14 / 14 papers shown

Title
Through a Compressed Lens: Investigating the Impact of Quantization on LLM Explainability and Interpretability Qianli Wang Mingyang Wang Nils Feldhus Simon Ostermann Yuan Cao Hinrich Schütze Sebastian Möller Vera Schmitt MQ 12 0 0 20 May 2025
FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models Dahyun Jung Seungyoon Lee Hyeonseok Moon Chanjun Park Heuiseok Lim AAML ALM ELM 58 0 0 25 Mar 2025
The Impact of Inference Acceleration on Bias of LLMs Elisabeth Kirsten Ivan Habernal Vedant Nanda Muhammad Bilal Zafar 41 0 0 20 Feb 2025
On the social bias of speech self-supervised models Yi-Cheng Lin T. Lin Hsi-Che Lin Andy T. Liu Hung-yi Lee 39 4 0 07 Jun 2024
Surgical Feature-Space Decomposition of LLMs: Why, When and How? Arnav Chavan Nahush Lele Deepak Gupta 45 2 0 17 May 2024
Mitigating Biases of Large Language Models in Stance Detection with Counterfactual Augmented Calibration Ang Li Jingqian Zhao Bin Liang Lin Gui Hui Wang Xi Zeng Xingwei Liang Kam-Fai Wong Ruifeng Xu 45 0 0 22 Feb 2024
Building Guardrails for Large Language Models Yizhen Dong Ronghui Mu Gao Jin Yi Qi Jinwei Hu Xingyu Zhao Jie Meng Wenjie Ruan Xiaowei Huang OffRL 63 27 0 02 Feb 2024
Model Compression Techniques in Biometrics Applications: A Survey Eduarda Caldeira Pedro C. Neto Marco Huber Naser Damer Ana F. Sequeira 40 11 0 18 Jan 2024
The Low-Resource Double Bind: An Empirical Study of Pruning for Low-Resource Machine Translation Orevaoghene Ahia Julia Kreutzer Sara Hooker 118 51 0 06 Oct 2021
Beyond Distillation: Task-level Mixture-of-Experts for Efficient Inference Sneha Kudugunta Yanping Huang Ankur Bapna M. Krikun Dmitry Lepikhin Minh-Thang Luong Orhan Firat MoE 119 107 0 24 Sep 2021
Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP Timo Schick Sahana Udupa Hinrich Schütze 265 373 0 28 Feb 2021
Debiasing Pre-trained Contextualised Embeddings Masahiro Kaneko Danushka Bollegala 218 137 0 23 Jan 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 282 2,000 0 31 Dec 2020
The Lottery Ticket Hypothesis for Pre-trained BERT Networks Tianlong Chen Jonathan Frankle Shiyu Chang Sijia Liu Yang Zhang Zhangyang Wang Michael Carbin 156 377 0 23 Jul 2020