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SkinCon: A skin disease dataset densely annotated by domain experts for fine-grained model debugging and analysis


Feb 01, 2023
Roxana Daneshjou, Mert Yuksekgonul, Zhuo Ran Cai, Roberto Novoa, James Zou

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* NeurIPS 2022 Datasets and Benchmarks Track 

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Holistic Evaluation of Language Models


Nov 16, 2022
Percy Liang, Rishi Bommasani, Tony Lee, Dimitris Tsipras, Dilara Soylu, Michihiro Yasunaga, Yian Zhang, Deepak Narayanan, Yuhuai Wu, Ananya Kumar, Benjamin Newman, Binhang Yuan, Bobby Yan, Ce Zhang, Christian Cosgrove, Christopher D. Manning, Christopher Ré, Diana Acosta-Navas, Drew A. Hudson, Eric Zelikman, Esin Durmus, Faisal Ladhak, Frieda Rong, Hongyu Ren, Huaxiu Yao, Jue Wang, Keshav Santhanam, Laurel Orr, Lucia Zheng, Mert Yuksekgonul, Mirac Suzgun, Nathan Kim, Neel Guha, Niladri Chatterji, Omar Khattab, Peter Henderson, Qian Huang, Ryan Chi, Sang Michael Xie, Shibani Santurkar, Surya Ganguli, Tatsunori Hashimoto, Thomas Icard, Tianyi Zhang, Vishrav Chaudhary, William Wang, Xuechen Li, Yifan Mai, Yuhui Zhang, Yuta Koreeda

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* Authored by the Center for Research on Foundation Models (CRFM) at the Stanford Institute for Human-Centered Artificial Intelligence (HAI). Project page: https://crfm.stanford.edu/helm/v1.0 

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When and why vision-language models behave like bags-of-words, and what to do about it?


Oct 06, 2022
Mert Yuksekgonul, Federico Bianchi, Pratyusha Kalluri, Dan Jurafsky, James Zou

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* Fixed a typo in the title 

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When and why vision-language models behave like bag-of-words models, and what to do about it?


Oct 04, 2022
Mert Yuksekgonul, Federico Bianchi, Pratyusha Kalluri, Dan Jurafsky, James Zou

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Post-hoc Concept Bottleneck Models


May 31, 2022
Mert Yuksekgonul, Maggie Wang, James Zou

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* An earlier version was published in the ICLR 2022 PAIR2Struct Workshop 

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Learning Maximally Predictive Prototypes in Multiple Instance Learning


Oct 02, 2019
Mert Yuksekgonul, Ozgur Emre Sivrikaya, Mustafa Gokce Baydogan

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* Sets & Partitions Workshop at NeurIPS 2019 

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