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- license: cc-by-4.0
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+ # Implicit-VidSRL Dataset
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+
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+ - **Paper:** https://arxiv.org/abs/2505.21068
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+ - **Curated by:** Anil Batra and Laura Sevilla-Lara, Marcus Rohrbach, Frank Keller
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+ - **Language(s) (NLP):** English
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+ - **License:** CC-BY-4.0
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+
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+ ## Dataset Summary
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+
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+ Implicit-VidSRL is a benchmark for the understanding of procedural steps in instructional videos.
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+ The dataset uses semantic role labeling (SRL) to model the semantics of narrated instructional video as simple
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+ predicate-argument structures like {verb,what,where/with}. The dataset contains implicit and explicit arguments which can be infered from
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+ contextual information in multimodal cooking procedures.
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+
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+ ## Dataset Details
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+
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+ ### Dataset Sources
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+ - **Youcook2**: http://youcook2.eecs.umich.edu/
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+ - **Tasty**: https://cvml.comp.nus.edu.sg/tasty/
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+
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+ ### Dataset Fields
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+
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+ Each record in the dataset contains the following fields:
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+ - **video_id** (`str`): Video Id from the source dataset.
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+ - **dataset** (`str`): The name of the source dataset.
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+ - **title** (`int`): The title of the recipe.
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+ - **duration** (`str`): Duration of video in seconds.
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+ - **timestamps** (`List[List[float]]`): The list of timestamps corresponding to each recipe step in the video. Each timestamp entry contains start and end timestamp.
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+ - **sentences** (`List[str]`): The list of steps in the recipe. Each recipe step is natural text in English.
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+ - **srl** (`List[Dict]`): The new annotation for each recipe step. Each list item corresponds to the recipe step with key enteries of verb/what/where containing ingredient entities. In addition it also has information about the implicit entities for each step.
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+
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+ ## Citation
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+
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+ ```BibTeX
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+
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+ @inproceedings{
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+ batra2025implicit,
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+ title={Predicting Implicit Arguments in Procedural Video Instructions},
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+ author={Anil Batra and Laura Sevilla-Lara, Marcus Rohrbach, Frank Keller},
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+ booktitle={The 63rd Annual Meeting of the Association for Computational Linguistics},
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+ year={2025}
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+ }
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+ ```