FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows"
Ming, Yifei, Purushwalkam, Senthil, Pandit, Shrey, Ke, Zixuan, Nguyen, Xuan-Phi, Xiong, Caiming, Joty, Shafiq
Year of Publication 30.09.2024
Year of Publication 30.09.2024
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Journal Article
Discovering the Gems in Early Layers: Accelerating Long-Context LLMs with 1000x Input Token Reduction
Shi, Zhenmei, Ming, Yifei, Nguyen, Xuan-Phi, Liang, Yingyu, Joty, Shafiq
Year of Publication 25.09.2024
Year of Publication 25.09.2024
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Journal Article
Is A Picture Worth A Thousand Words? Delving Into Spatial Reasoning for Vision Language Models
Wang, Jiayu, Ming, Yifei, Shi, Zhenmei, Vineet, Vibhav, Wang, Xin, Li, Yixuan, Joshi, Neel
Year of Publication 20.06.2024
Year of Publication 20.06.2024
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Journal Article
ReweightOOD: Loss Reweighting for Distance-based OOD Detection
Regmi, Sudarshan, Panthi, Bibek, Ming, Yifei, Gyawali, Prashnna K, Stoyanov, Danail, Bhattarai, Binod
Published in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (17.06.2024)
Published in 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (17.06.2024)
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Conference Proceeding
Unsolvable Problem Detection: Evaluating Trustworthiness of Vision Language Models
Miyai, Atsuyuki, Yang, Jingkang, Zhang, Jingyang, Ming, Yifei, Yu, Qing, Irie, Go, Li, Yixuan, Li, Hai, Liu, Ziwei, Aizawa, Kiyoharu
Year of Publication 29.03.2024
Year of Publication 29.03.2024
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Journal Article
SFR-RAG: Towards Contextually Faithful LLMs
Nguyen, Xuan-Phi, Pandit, Shrey, Purushwalkam, Senthil, Xu, Austin, Chen, Hailin, Ming, Yifei, Ke, Zixuan, Savarese, Silvio, Xong, Caiming, Joty, Shafiq
Year of Publication 15.09.2024
Year of Publication 15.09.2024
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Journal Article
Delving into Out-of-Distribution Detection with Vision-Language Representations
Ming, Yifei, Cai, Ziyang, Gu, Jiuxiang, Sun, Yiyou, Li, Wei, Li, Yixuan
Year of Publication 24.11.2022
Year of Publication 24.11.2022
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Journal Article
Generalized Out-of-Distribution Detection and Beyond in Vision Language Model Era: A Survey
Miyai, Atsuyuki, Yang, Jingkang, Zhang, Jingyang, Ming, Yifei, Lin, Yueqian, Yu, Qing, Irie, Go, Joty, Shafiq, Li, Yixuan, Li, Hai, Liu, Ziwei, Yamasaki, Toshihiko, Aizawa, Kiyoharu
Year of Publication 31.07.2024
Year of Publication 31.07.2024
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Journal Article