The World of an Octopus: How Reporting Bias Influences a Language Model's Perception of Color

15 October 2021

Cory Paik

Stéphane Aroca-Ouellette

Alessandro Roncone

Katharina Kann

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Papers citing "The World of an Octopus: How Reporting Bias Influences a Language Model's Perception of Color"

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Title
Diagnosing Vision Language Models' Perception by Leveraging Human Methods for Color Vision Deficiencies Kazuki Hayashi Shintaro Ozaki Yusuke Sakai Hidetaka Kamigaito Taro Watanabe 9 0 0 23 May 2025
What do Language Model Probabilities Represent? From Distribution Estimation to Response Prediction Eitan Wagner Omri Abend 71 0 0 04 May 2025
The Impact of Unstated Norms in Bias Analysis of Language Models Farnaz Kohankhaki D. B. Emerson David B. Emerson Laleh Seyyed-Kalantari Faiza Khan Khattak 64 1 0 04 Apr 2024
PROST: Physical Reasoning of Objects through Space and Time Stéphane Aroca-Ouellette Cory Paik Alessandro Roncone Katharina Kann LRM 19 47 0 07 Jun 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 352 28,659 0 26 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 370 3,778 0 11 Feb 2021
Vokenization: Improving Language Understanding with Contextualized, Visual-Grounded Supervision Hao Tan Joey Tianyi Zhou CLIP 22 121 0 14 Oct 2020
Evaluating representations by the complexity of learning low-loss predictors William F. Whitney M. Song David Brandfonbrener Jaan Altosaar Kyunghyun Cho 38 23 0 15 Sep 2020
Birds have four legs?! NumerSense: Probing Numerical Commonsense Knowledge of Pre-trained Language Models Bill Yuchen Lin Seyeon Lee Rahul Khanna Xiang Ren AIMat 34 158 0 02 May 2020
Experience Grounds Language Yonatan Bisk Ari Holtzman Jesse Thomason Jacob Andreas Yoshua Bengio ... Angeliki Lazaridou Jonathan May Aleksandr Nisnevich Nicolas Pinto Joseph P. Turian 35 354 0 21 Apr 2020
Information-Theoretic Probing with Minimum Description Length Elena Voita Ivan Titov 40 272 0 27 Mar 2020
BLiMP: The Benchmark of Linguistic Minimal Pairs for English Alex Warstadt Alicia Parrish Haokun Liu Anhad Mohananey Wei Peng Sheng-Fu Wang Samuel R. Bowman 32 476 0 02 Dec 2019
Inducing Relational Knowledge from BERT Zied Bouraoui Jose Camacho-Collados Steven Schockaert 43 167 0 28 Nov 2019
How Can We Know What Language Models Know? Zhengbao Jiang Frank F. Xu Jun Araki Graham Neubig KELM 56 1,387 0 28 Nov 2019
Cracking the Contextual Commonsense Code: Understanding Commonsense Reasoning Aptitude of Deep Contextual Representations Jeff Da Jungo Kasai LRM 22 41 0 02 Oct 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 185 6,420 0 26 Sep 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 492 2,639 0 03 Sep 2019
What BERT is not: Lessons from a new suite of psycholinguistic diagnostics for language models Allyson Ettinger 35 602 0 31 Jul 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 293 24,160 0 26 Jul 2019
Open Sesame: Getting Inside BERT's Linguistic Knowledge Yongjie Lin Y. Tan Robert Frank 17 287 0 04 Jun 2019
The Open Images Dataset V4: Unified image classification, object detection, and visual relationship detection at scale Alina Kuznetsova H. Rom N. Alldrin J. Uijlings Ivan Krasin ... S. Popov Matteo Malloci Alexander Kolesnikov Tom Duerig V. Ferrari ObjD VLM 57 1,340 0 02 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 364 93,936 0 11 Oct 2018
Women also Snowboard: Overcoming Bias in Captioning Models (Extended Abstract) Lisa Anne Hendricks Kaylee Burns Kate Saenko Trevor Darrell Anna Rohrbach 51 479 0 02 Jul 2018
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 254 3,165 0 02 Dec 2016
Stereotyping and Bias in the Flickr30K Dataset Emiel van Miltenburg 41 91 0 19 May 2016
Seeing through the Human Reporting Bias: Visual Classifiers from Noisy Human-Centric Labels Ishan Misra C. L. Zitnick Margaret Mitchell Ross B. Girshick NoLa 26 219 0 22 Dec 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 104 149,474 0 22 Dec 2014