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README.md

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-This is the official checkpoint for mCLIP ACL2023 paper.
+# mCLIP: multilingual CLIP
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+Official checkpoints for ACL 2023 long paper "mCLIP: Multilingual CLIP via Cross-lingual Transfer" [[paper](https://aclanthology.org/2023.acl-long.728/)]
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+The models are expected to be loaded with [fairseq v0.10.2](https://github.com/facebookresearch/fairseq/tree/v0.10.2) toolkit.
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+More details are available at <https://github.com/ghchen18/acl23_mclip>. 
+