Take Care of Your Prompt Bias! Investigating and Mitigating Prompt Bias in Factual Knowledge Extraction

15 March 2024

Liang Ding

Papers citing "Take Care of Your Prompt Bias! Investigating and Mitigating Prompt Bias in Factual Knowledge Extraction"

24 / 24 papers shown

Title
LLMs Are Biased Towards Output Formats! Systematically Evaluating and Mitigating Output Format Bias of LLMs Do Xuan Long Hai Nguyen Ngoc Tiviatis Sim Hieu Dao Shafiq Joty Kenji Kawaguchi Nancy F. Chen Min-Yen Kan 66 10 0 16 Aug 2024
Can ChatGPT Understand Too? A Comparative Study on ChatGPT and Fine-tuned BERT Qihuang Zhong Liang Ding Juhua Liu Bo Du Dacheng Tao AI4MH 93 242 0 19 Feb 2023
Toward Efficient Language Model Pretraining and Downstream Adaptation via Self-Evolution: A Case Study on SuperGLUE Qihuang Zhong Liang Ding Yibing Zhan Yu Qiao Yonggang Wen ... Yixin Chen Xinbo Gao Steven C. H. Hoi Xiaoou Tang Dacheng Tao VLM ELM 85 35 0 04 Dec 2022
BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text Generation Tianxiang Sun Junliang He Xipeng Qiu Xuanjing Huang 69 47 0 14 Oct 2022
OpenPrompt: An Open-source Framework for Prompt-learning Ning Ding Shengding Hu Weilin Zhao Yulin Chen Zhiyuan Liu Haitao Zheng Maosong Sun VLM LLMAG 80 290 0 03 Nov 2021
Knowledgeable or Educated Guess? Revisiting Language Models as Knowledge Bases Boxi Cao Hongyu Lin Xianpei Han Le Sun Lingyong Yan M. Liao Tong Xue Jin Xu 32 134 0 17 Jun 2021
Factual Probing Is [MASK]: Learning vs. Learning to Recall Zexuan Zhong Dan Friedman Danqi Chen 45 410 0 12 Apr 2021
GPT Understands, Too Xiao Liu Yanan Zheng Zhengxiao Du Ming Ding Yujie Qian Zhilin Yang Jie Tang VLM 155 1,173 0 18 Mar 2021
Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP Timo Schick Sahana Udupa Hinrich Schütze 302 384 0 28 Feb 2021
Multilingual LAMA: Investigating Knowledge in Multilingual Pretrained Language Models Nora Kassner Philipp Dufter Hinrich Schütze 69 141 0 01 Feb 2021
Understanding and Improving Lexical Choice in Non-Autoregressive Translation Liang Ding Longyue Wang Xuebo Liu Derek F. Wong Dacheng Tao Zhaopeng Tu 126 77 0 29 Dec 2020
Measuring and Reducing Gendered Correlations in Pre-trained Models Kellie Webster Xuezhi Wang Ian Tenney Alex Beutel Emily Pitler Ellie Pavlick Jilin Chen Ed Chi Slav Petrov FaML 72 258 0 12 Oct 2020
It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners Timo Schick Hinrich Schütze 107 972 0 15 Sep 2020
DeBERTa: Decoding-enhanced BERT with Disentangled Attention Pengcheng He Xiaodong Liu Jianfeng Gao Weizhu Chen AAML 129 2,724 0 05 Jun 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 326 1,613 0 21 Jan 2020
How Can We Know What Language Models Know? Zhengbao Jiang Frank F. Xu Jun Araki Graham Neubig KELM 123 1,402 0 28 Nov 2019
E-BERT: Efficient-Yet-Effective Entity Embeddings for BERT Nina Poerner Ulli Waltinger Hinrich Schütze 87 159 0 09 Nov 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 558 2,660 0 03 Sep 2019
On Measuring and Mitigating Biased Inferences of Word Embeddings Sunipa Dev Tao Li J. M. Phillips Vivek Srikumar 74 172 0 25 Aug 2019
Measuring Bias in Contextualized Word Representations Keita Kurita Nidhi Vyas Ayush Pareek A. Black Yulia Tsvetkov 98 449 0 18 Jun 2019
Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology Ran Zmigrod Sabrina J. Mielke Hanna M. Wallach Ryan Cotterell 61 281 0 11 Jun 2019
SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems Alex Jinpeng Wang Yada Pruksachatkun Nikita Nangia Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 226 2,305 0 02 May 2019
Identifying and Reducing Gender Bias in Word-Level Language Models Shikha Bordia Samuel R. Bowman FaML 109 325 0 05 Apr 2019
Assessing Gender Bias in Machine Translation -- A Case Study with Google Translate Marcelo O. R. Prates Pedro H. C. Avelar Luís C. Lamb 61 346 0 06 Sep 2018