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  1. README.md +90 -0
  2. a_beautiful_mind/KEY_FRAMES.tar +3 -0
  3. a_beautiful_mind/blend_blur_with_last_frame.tar +3 -0
  4. a_beautiful_mind/metadata_text_centric.json +0 -0
  5. a_beautiful_mind/metadata_text_centric_blend_blur_with_last_frame.json +0 -0
  6. a_beautiful_mind/metadata_text_centric_weighted_average.json +0 -0
  7. a_beautiful_mind/metadata_text_centric_weighted_average_exponential.json +0 -0
  8. a_beautiful_mind/metadata_text_centric_weighted_average_ramp.json +0 -0
  9. a_beautiful_mind/run_summary.json +22 -0
  10. a_beautiful_mind/weighted_average.tar +3 -0
  11. a_beautiful_mind/weighted_average_exponential.tar +3 -0
  12. a_beautiful_mind/weighted_average_ramp.tar +3 -0
  13. a_fistful_of_dollars/KEY_FRAMES.tar +3 -0
  14. a_fistful_of_dollars/blend_blur_with_last_frame.tar +3 -0
  15. a_fistful_of_dollars/metadata_text_centric.json +0 -0
  16. a_fistful_of_dollars/metadata_text_centric_blend_blur_with_last_frame.json +0 -0
  17. a_fistful_of_dollars/metadata_text_centric_weighted_average.json +0 -0
  18. a_fistful_of_dollars/metadata_text_centric_weighted_average_exponential.json +0 -0
  19. a_fistful_of_dollars/metadata_text_centric_weighted_average_ramp.json +0 -0
  20. a_fistful_of_dollars/run_summary.json +22 -0
  21. a_fistful_of_dollars/weighted_average.tar +3 -0
  22. a_fistful_of_dollars/weighted_average_exponential.tar +3 -0
  23. a_fistful_of_dollars/weighted_average_ramp.tar +3 -0
  24. all_quiet_on_the_western_front/KEY_FRAMES.tar +3 -0
  25. all_quiet_on_the_western_front/blend_blur_with_last_frame.tar +3 -0
  26. all_quiet_on_the_western_front/metadata_text_centric.json +0 -0
  27. all_quiet_on_the_western_front/metadata_text_centric_blend_blur_with_last_frame.json +0 -0
  28. all_quiet_on_the_western_front/metadata_text_centric_weighted_average.json +0 -0
  29. all_quiet_on_the_western_front/metadata_text_centric_weighted_average_exponential.json +0 -0
  30. all_quiet_on_the_western_front/metadata_text_centric_weighted_average_ramp.json +0 -0
  31. all_quiet_on_the_western_front/run_summary.json +22 -0
  32. all_quiet_on_the_western_front/weighted_average.tar +3 -0
  33. all_quiet_on_the_western_front/weighted_average_exponential.tar +3 -0
  34. all_quiet_on_the_western_front/weighted_average_ramp.tar +3 -0
  35. hero/KEY_FRAMES.tar +3 -0
  36. hero/blend_blur_with_last_frame.tar +3 -0
  37. hero/metadata_text_centric.json +0 -0
  38. hero/metadata_text_centric_blend_blur_with_last_frame.json +0 -0
  39. hero/metadata_text_centric_weighted_average.json +0 -0
  40. hero/metadata_text_centric_weighted_average_exponential.json +0 -0
  41. hero/metadata_text_centric_weighted_average_ramp.json +0 -0
  42. hero/run_summary.json +22 -0
  43. hero/weighted_average.tar +3 -0
  44. hero/weighted_average_exponential.tar +3 -0
  45. hero/weighted_average_ramp.tar +3 -0
  46. in_the_mood_for_love/KEY_FRAMES.tar +3 -0
  47. in_the_mood_for_love/blend_blur_with_last_frame.tar +3 -0
  48. in_the_mood_for_love/metadata_text_centric.json +0 -0
  49. in_the_mood_for_love/metadata_text_centric_blend_blur_with_last_frame.json +0 -0
  50. in_the_mood_for_love/metadata_text_centric_weighted_average.json +0 -0
README.md ADDED
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+ ---
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+ pretty_name: POVQA Preprocessed Frames and Subtitle-Frame Alignments
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+ language:
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+ - en
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+ task_categories:
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+ - visual-question-answering
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+ tags:
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+ - video
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+ - multimodal
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+ - subtitles
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+ - frame-alignment
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+ ---
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+
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+ # POVQA Preprocessed Frames and Subtitle-Frame Alignments
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+
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+ This dataset release contains the **preprocessed artifacts** used by POVQA. It is
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+ intended to support research reproducibility without redistributing raw source
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+ videos or raw subtitle files.
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+
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+ ## What is included
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+
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+ - Preprocessed frame bundles for 12 movies and 4 pooling variants
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+ - `KEY_FRAMES` bundles where available
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+ - Sanitized subtitle-to-frame alignment JSON files
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+ - Per-movie `run_summary.json` metadata
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+ - A `manifest.json` file describing the staged release
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+
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+ ## Release Notes
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+
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+ - Total staged size: approximately **5.30 GB**
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+ - Total staged files: **133**
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+ - Selected source size before packaging: **4.73 GB**
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+ - Selected source file count before packaging: **341471**
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+
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+ ## Directory Layout
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+
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+ Each movie has its own subdirectory:
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+
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+ ```text
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+ <movie>/
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+ metadata_text_centric.json
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+ metadata_text_centric_blend_blur_with_last_frame.json
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+ metadata_text_centric_weighted_average.json
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+ metadata_text_centric_weighted_average_exponential.json
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+ metadata_text_centric_weighted_average_ramp.json
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+ run_summary.json
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+ KEY_FRAMES.tar
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+ blend_blur_with_last_frame.tar
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+ weighted_average.tar
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+ weighted_average_exponential.tar
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+ weighted_average_ramp.tar
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+ ```
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+
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+ The `.tar` archives preserve the original folder structure of the preprocessed
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+ release and can be extracted with standard tooling.
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+
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+ ## Notes on Data Content
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+
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+ - This release contains **derived, preprocessed artifacts only**.
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+ - Raw videos and raw subtitle files are **not** included in this dataset repo.
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+ - Subtitle credit / torrent source watermark text was scrubbed from the published
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+ metadata JSON files while preserving timing and frame-mapping fields.
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+
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+ ## Intended Use
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+
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+ This release is intended for:
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+
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+ - reproducibility of POVQA preprocessing outputs
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+ - inspection of frame-selection / pooling outputs
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+ - research on video-question-answering pipelines that consume derived frame data
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+
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+ ## Responsible Use
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+
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+ Users are responsible for ensuring that their use of this dataset complies with
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+ applicable law, platform terms, and any rights associated with the underlying
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+ source media in their jurisdiction.
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+
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+ ## Citation
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+
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+ If you use this dataset, please cite the POVQA paper:
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+
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+ ```bibtex
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+ @article{dahal2025povqa,
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+ title = {POVQA: Preference-Optimized Video Question Answering with Rationales for Data Efficiency},
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+ author = {Dahal, Ashim and Ghimire, Ankit and Murad, Saydul Akbar and Rahimi, Nick},
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+ journal = {arXiv preprint arXiv:2510.01009},
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+ year = {2025},
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+ url = {https://arxiv.org/abs/2510.01009}
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+ }
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+ ```
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