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[ [ "What is the value of Jurisdiction ?", "Niger River in Mali", "layout" ], [ "What is the value of School ortradition ?", "Neoclassical economics[1]", "layout" ], [ "What is the value of Section: when Launched is April 3, 1944 ?", "Utricularia sect. Utricularia", "layout...
[ { "id": 1, "bbox": [ [ 945, 48 ], [ 1078, 48 ], [ 1078, 66 ], [ 945, 66 ] ], "text": "Commencement", "confidence": 0.9998 }, { "id": 2, "bbox": [ [ 947, ...
[ [ "What is the value of Luxembourg ?", "Vietnam", "layout" ], [ "What is the value of Official language ?", "English and French", "layout" ], [ "What is the value of Called by ?", "Joseph Smith", "layout" ], [ "What is the value of Greece ?", "510000", "la...
[ { "id": 1, "bbox": [ [ 228, 83 ], [ 341, 80 ], [ 341, 97 ], [ 229, 101 ] ], "text": "Jforetriangle", "confidence": 0.947 }, { "id": 2, "bbox": [ [ 341, ...
[ [ "What is the value of Specific gravity ?", "4.2", "layout" ], [ "What is the value of Group ?", "Granitic Seychelles", "layout" ], [ "What is the value of ISO 4 when Spillway type is Automatic ?", "Eur. Jud.", "layout" ], [ "What is the value of ISO 4 when Spill...
[ { "id": 1, "bbox": [ [ 144, 35 ], [ 170, 35 ], [ 170, 54 ], [ 144, 54 ] ], "text": "35", "confidence": 0.9992 }, { "id": 2, "bbox": [ [ 167, 37 ...
[ [ "What is the value of Summary ?", "<not_available/>", "layout" ], [ "What is the value of Electric system(s) ?", "<not_available/>", "layout" ], [ "What is the value of Kanji ?", "雪花菜 / 御殻", "layout" ], [ "What is the value of Distributor(s) ?", "Atlantic Re...
[ { "id": 1, "bbox": [ [ 380, 44 ], [ 416, 44 ], [ 416, 64 ], [ 380, 64 ] ], "text": "Viti", "confidence": 1 }, { "id": 3, "bbox": [ [ 709, 7 ], ...
[ [ "What is the value of Draw ?", "32S/8Q/16D", "layout" ], [ "What is the value of Commission date ?", "2009", "layout" ], [ "What is the value of Nameplate capacity when Operated by is SNCF ?", "230 MW", "layout" ], [ "What is the value of Nameplate capacity when...
[ { "id": 1, "bbox": [ [ 260, 131 ], [ 251, 81 ], [ 269, 78 ], [ 278, 127 ] ], "text": "", "confidence": 0 }, { "id": 2, "bbox": [ [ 285, 131 ], ...
[ [ "What is the value of Total assets ?", "CN¥468.709 billion (2015)", "layout" ], [ "What is the value of Characters ?", "A–FG–MN–ST–ZCrossovers", "layout" ], [ "What is the value of Slogan ?", "Sisters for the Lord", "layout" ], [ "What is the value of Compressio...
[ { "id": 1, "bbox": [ [ 546, 37 ], [ 580, 37 ], [ 580, 52 ], [ 546, 52 ] ], "text": "not", "confidence": 0.9994 }, { "id": 2, "bbox": [ [ 580, 33 ...
[ [ "What is the value of Installed ?", "6 December 1979", "layout" ], [ "What is the value of Practice ?", "Pacific Rim Architecture Ltd.", "layout" ], [ "What is the value of Austria ?", "<not_available/>", "layout" ], [ "What is the value of Designed ?", "194...
[ { "id": 1, "bbox": [ [ 292, 63 ], [ 326, 34 ], [ 339, 49 ], [ 305, 78 ] ], "text": "fund", "confidence": 0.995 }, { "id": 3, "bbox": [ [ 206, 103 ...
[ [ "What is the value of Foundation ?", "April 1830", "layout" ], [ "What is the value of Videos ?", "My Documents", "layout" ], [ "What is the value of Platforms ?", "x86", "layout" ], [ "What is the value of UEFA Cup when Color is Dark green to black ?", "Gal...
[ { "id": 1, "bbox": [ [ 430, 52 ], [ 519, 52 ], [ 519, 77 ], [ 430, 77 ] ], "text": "Marvell", "confidence": 1 }, { "id": 3, "bbox": [ [ 431, 80 ...
[["What is the value of Place of origin ?","France","layout"],["What is the value of Intensity ?","3(...TRUNCATED)
[{"id":1,"bbox":[[58,105],[33,53],[46,46],[72,98]],"text":"Record","confidence":0.9806},{"id":3,"bbo(...TRUNCATED)
[["What is the value of Superseding agency ?","Ports Victoria","layout"],["What is the value of Freq(...TRUNCATED)
[{"id":1,"bbox":[[31,102],[31,80],[50,80],[50,102]],"text":"41","confidence":0.9998},{"id":3,"bbox":(...TRUNCATED)
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Cream🍦: Visually-Situated Natural Language Understanding with Contrastive Reading Model and Frozen Large Language Models

For more information, please visit https://github.com/naver-ai/cream

How to Cite

If you find this work useful to you, please cite:

@inproceedings{kim2023cream,
      title={Visually-Situated Natural Language Understanding with Contrastive Reading Model and Frozen Large Language Models}, 
      author={Geewook Kim and Hodong Lee and Daehee Kim and Haeji Jung and Sanghee Park and Yoonsik Kim and Sangdoo Yun and Taeho Kil and Bado Lee and Seunghyun Park},
      booktitle = {Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing},
      year={2023},
}
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