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https://github.com/seukgcode/MELBench
Multimodal entity linking (MEL) aims to utilize multimodal information to map mentions to corresponding entities defined in knowledge bases. We release three MEL datasets: Weibo-MEL, Wikidata-MEL and Richpedia-MEL, containing 25,602, 18,880 and 17,806 samples from social media, encyclopedia and multimodal knowledge graphs respectively. A MEL dataset construction approach is proposed, including five stages: multimodal information extraction, mention extraction, entity extraction, triple construction and dataset construction. Experiment results demonstrate the usability of the datasets and the distinguishability between baseline models.
https://github.com/seukgcode/MELBench
entity-linking knowledge-graph multimodal
Last synced: 3 months ago
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Multimodal entity linking (MEL) aims to utilize multimodal information to map mentions to corresponding entities defined in knowledge bases. We release three MEL datasets: Weibo-MEL, Wikidata-MEL and Richpedia-MEL, containing 25,602, 18,880 and 17,806 samples from social media, encyclopedia and multimodal knowledge graphs respectively. A MEL dataset construction approach is proposed, including five stages: multimodal information extraction, mention extraction, entity extraction, triple construction and dataset construction. Experiment results demonstrate the usability of the datasets and the distinguishability between baseline models.
- Host: GitHub
- URL: https://github.com/seukgcode/MELBench
- Owner: seukgcode
- License: mit
- Created: 2021-07-03T06:23:27.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2021-07-31T14:46:23.000Z (over 3 years ago)
- Last Synced: 2024-06-24T05:39:15.982Z (5 months ago)
- Topics: entity-linking, knowledge-graph, multimodal
- Homepage:
- Size: 8.79 MB
- Stars: 76
- Watchers: 4
- Forks: 4
- Open Issues: 4
Awesome Lists containing this project
- StarryDivineSky - seukgcode/MELBench. - MEL、Wikidata-MEL 和 Richpedia-MEL,分别包含来自社交媒体、百科全书和多模态知识图谱的 25,602、18,880 和 17,806 个样本。 (知识图谱 / 其他_文本生成、文本对话)