Add paper link, license, and video-text-to-text task category

README.md

@@ -1,15 +1,17 @@
 ---
-pretty_name: OneSearch-Video-Bench
 language:
 - en
+size_categories:
+- n<1K
 task_categories:
+- video-text-to-text
 - visual-question-answering
+pretty_name: OneSearch-Video-Bench
 tags:
 - benchmark
 - visual-search
 - video
-size_categories:
-- n<1K
+license: apache-2.0
 configs:
 - config_name: default
   data_files:
@@ -19,6 +21,8 @@ configs:
 
 # OneSearch-Video
 
+This dataset is part of the [OneSearch-VL](https://github.com/appletea233/OneSearch-VL) project and is presented in the paper [OneSearch-VL: Unified Multimodal Deep Research Agent for Image and Video](https://huggingface.co/papers/2610.12419).
+
 OneSearch-Video contains 307 visual question-answer pairs over 293 silent videos.
 The distributed MP4 files play at **1 FPS**. Each playback second represents one
 ordered frame slot in the benchmark input. This is the playback rate of the
@@ -163,4 +167,4 @@ sequence. The MP4 is scaled and compressed; the PNGs retain the annotation
 images' resolution for object crops and visual search. Frame slot `i` in the
 video maps to `frame_i` in the PNG sequence. A correspondence check does not
 establish the semantic correctness or answerability of every QA sample.
-No model evaluation results are included in this package.
+No model evaluation results are included in this package.