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20162022
most citedUnified-IO: A Unified Model for Vision, Language, and Multi-Modal Tasks

111 citations · 238 across the 11 of their papers we have counts for

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Showing 2022Show all

6 papers · 1 filter

cs.LG2022★ 5 cited

MAUVE Scores for Generative Models: Theory and Practice

Krishna Pillutla, Lang Liu, John Thickstun +6

Generative artificial intelligence has made significant strides, producing text indistinguishable from human prose and remarkably photorealistic images. Automatically measuring how…

cs.CL2022★ 6 cited

Do Androids Laugh at Electric Sheep? Humor "Understanding" Benchmarks from The New Yorker Caption Contest

Jack Hessel, Ana Marasović, Jena D. Hwang +5

Large neural networks can now generate jokes, but do they really "understand" humor? We challenge AI models with three tasks derived from the New Yorker Cartoon Caption Contest: ma…

cs.CV2022★ 111 cited

Unified-IO: A Unified Model for Vision, Language, and Multi-Modal Tasks

Jiasen Lu, Christopher Clark, Rowan Zellers +2

We propose Unified-IO, a model that performs a large variety of AI tasks spanning classical computer vision tasks, including pose estimation, object detection, depth estimation and…

cs.CL2022★ 18 cited

Multimodal Knowledge Alignment with Reinforcement Learning

Youngjae Yu, Jiwan Chung, Heeseung Yun +8

Large language models readily adapt to novel settings, even without task-specific training data. Can their zero-shot capacity be extended to multimodal inputs? In this work, we pro…

cs.CV2022

The Abduction of Sherlock Holmes: A Dataset for Visual Abductive Reasoning

Jack Hessel, Jena D. Hwang, Jae Sung Park +5

Humans have remarkable capacity to reason abductively and hypothesize about what lies beyond the literal content of an image. By identifying concrete visual clues scattered through…

cs.CV2022

MERLOT Reserve: Neural Script Knowledge through Vision and Language and Sound

Rowan Zellers, Jiasen Lu, Ximing Lu +7

As humans, we navigate a multimodal world, building a holistic understanding from all our senses. We introduce MERLOT Reserve, a model that represents videos jointly over time -- t…