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  <!-- Provide a quick summary of the dataset. -->
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- The Paper2Video benchmark includes 101 curated paper–video pairs spanning diverse research topics. Each paper averages about 13.3K words, 44.7 figures, and 28.7 pages, providing rich multimodal long-document inputs. Presentations contain on average 16 slides and run for about 6 minutes 15 seconds, with some reaching up to 14 minutes. Rather than focusing only on video generation, Bench is designed to evaluate long-horizon agentic tasks that require integrating text, figures, slides, and spoken presentations.
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  - **Repository:**
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  - **Paper [optional]:**
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  - **Page [optional]:**
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  ## Dataset Description
 
 
 
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  This repository contains two main components:
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- An Excel file with presentation video links together with the corresponding paper titles and paper links.
 
 
 
 
 
 
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- A file that includes author identity information, specifically voice samples and images.
 
 
 
 
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- ## Citation
 
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- <!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
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- **BibTeX:**
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-
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- [More Information Needed]
 
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  <!-- Provide a quick summary of the dataset. -->
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  - **Repository:**
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  - **Paper [optional]:**
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  - **Page [optional]:**
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  ## Dataset Description
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+ The Paper2Video Benchmark includes 101 curated paper–video pairs spanning diverse research topics. Each paper averages about 13.3K words, 44.7 figures, and 28.7 pages, providing rich multimodal long-document inputs. Presentations contain on average 16 slides and run for about 6 minutes 15 seconds, with some reaching up to 14 minutes. Rather than focusing only on video generation, Bench is designed to evaluate long-horizon agentic tasks that require integrating text, figures, slides, and spoken presentations.
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+ ## Dataset Structure
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  This repository contains two main components:
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+ - **Excel file with metadata and presentation links**
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+ Each entry includes:
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+ - **paper**: the title of the paper
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+ - **paper_link**: the URL of the paper (e.g., PDF or LaTeX source)
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+ - **presentation_link**: the URL of the author-recorded presentation video (some entries also include original slides)
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+ - **conference**: the conference where the paper was published
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+ - **year**: the publication year of the paper
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+ - **Author identity file**
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+ This file contains author information, including voice samples and images, which can be used for tasks such as personalized talk synthesis or avatar generation.
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+ Each folder includes:
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+ - **ref_img.png**: the identity image of the author
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+ - **ref_audio.wav**: the identity voice sample of the author
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+ ## Citation
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+ **BibTeX:**