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chenghao xiao
gowitheflow
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Here’s a cool paper I found: “Massive Image Embedding Benchmark (MIEB).” It is a new tool to test how good image embedding models are. It has 130 different tasks grouped into 8 categories, like image search, classification, clustering similar images, answering questions based on images, and understanding documents. It even covers 38 different languages. The authors tested 50 models and found that no single model was best at everything. Some models were great at recognizing text inside images but struggled to handle complicated tasks like matching images and text that appear together. Paper: https://arxiv.org/pdf/2504.10471v1 Code: https://github.com/embeddings-benchmark/mteb
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Articles
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Article
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MIEB: The Benchmark That Stress-Tests Image-Text Embeddings Like Never Before
Papers
3
arxiv:
2504.13816
arxiv:
2504.10471
arxiv:
2502.13595
models
5
Sort: Recently updated
gowitheflow/p9-iter3
Text Classification
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Updated
Feb 6, 2024
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5
gowitheflow/unsup-ensemble-last-64-768-6
Text Classification
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Updated
Dec 29, 2023
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2
gowitheflow/LASER-cubed-bert-base-unsup
Sentence Similarity
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Updated
Dec 26, 2023
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17
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2
gowitheflow/unsup-ensemble-s144-bs128-lr6
Text Classification
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Updated
Dec 21, 2023
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2
gowitheflow/unsup-ensemble-s64-bs128-lr6
Text Classification
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Updated
Dec 21, 2023
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2
datasets
22
Sort: Recently updated
gowitheflow/gld-v2
Viewer
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Updated
Nov 7, 2024
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778k
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231
gowitheflow/ARO-Flickr-Order
Viewer
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Updated
Sep 23, 2024
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5k
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50
gowitheflow/ARO-COCO-order
Viewer
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Updated
Sep 22, 2024
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25k
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137
gowitheflow/ARO-Visual-Attribution
Viewer
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Updated
Sep 20, 2024
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28.7k
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90
gowitheflow/ARO-Visual-Relation
Viewer
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Updated
Sep 17, 2024
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23.9k
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85
gowitheflow/tu-berlin
Viewer
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Updated
Aug 27, 2024
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40.3k
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28
gowitheflow/supervised-multilingual
Viewer
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Updated
Jul 26, 2024
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19.6M
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57
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1
gowitheflow/unsupervised-multilingual
Viewer
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Updated
Jul 25, 2024
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26.1M
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132
gowitheflow/embedding-datasets
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Updated
Jul 25, 2024
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6.83M
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64
gowitheflow/parallel-muse-deduplicated
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Jul 25, 2024
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111k
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20
Expand 22 datasets