Add StreamOPD paper citation to dataset card

Append author-provided BibTeX and refresh README integrity entries.

README.md

@@ -177,6 +177,17 @@ repository does not grant rights to those videos.
 `checksums.sha256` enables local integrity checks. `metadata/video_manifest.parquet`
 lists unique source video paths without internal machine paths.
 
-If you use these annotations, acknowledge StreamOPD-Data and the upstream ThinkStream,
+If you use these annotations, cite StreamOPD and acknowledge the upstream ThinkStream,
 LLaVA-Video and Tarsier2/Kinetics sources. Use the repository revision when reporting
-the precise data version; no unverified paper citation is fabricated here.
+the precise data version.
+
+## Citation
+
+```bibtex
+@article{wu2026streamopd,
+  title={StreamOPD: A Post-Training Recipe with Spatio-Temporal Cue Gating for Streaming Video Understanding},
+  author={Wu, Keming and Wang, Baoyi and Zhang, Kaichen and An, Xiang and Yang, Zuhao and Wang, Sudong and Zhu, Haowei and Huang, Tingxuan and Gao, Hongcheng and Wang, Bin},
+  journal={arXiv preprint arXiv:2608.16320},
+  year={2026}
+}
+```

checksums.sha256

@@ -1,5 +1,5 @@
 010cbd2f10f80ff0de2b7f6fe9b2a6f60bf16f4bf1636ad840c74ce5d5e1f33e  LICENSE.md
-0a3f33180cbc07773416abddc85b80bb7754551a5b8f9da5f665d7951b7966d3  README.md
+8182e503ff6d156b86432220d63247d8caaaa39d3dbe9e82ff741bbed2d34bd8  README.md
 6887f88259f1b8e54be28133464b08d4ca037eefed93a93bfb62614e74592a72  data/current/train.parquet
 ec779eaa241f4b55e919191a0c895afab8d18ffa179cf3ac72d5a170bef4ef6d  data/current/validation.parquet
 a63e3035d9c7a499d8c826cef0c59117ac21c0f0e3824da73800385a9c87364d  data/grpo_25114/train.parquet
@@ -12,7 +12,7 @@ bea35f3f796a92e6ba1bb89519a8dbb9c6781a8cd2e6ea80d42d98380135fe16  docs/data_proc
 5a32a327f87e2111bc7f5120545585de9594b2d367d387711d52a146306977e7  metadata/dataset_stats.json
 8a1c5f768d1654362fa922f220eaedf2e9a8dbe469837530f9bffa8a4c68db9c  metadata/exclusions.json
 e6eab5e249d0bf5c5ca1c9b74917498dc8def936867549db884c5e816a8cd9aa  metadata/known_issues.json
-44714b82157cc746a877a47cff1c59f35b3f16a61c0e7a4f3b5d9b3cae6c8218  metadata/release_manifest.json
+1f72ac090efe7158e8644397428b25ef41b79ba895d4c02c828002215aed6d40  metadata/release_manifest.json
 0b73117ae5d7713a21d29b9bde5604f97ac04a0ecfa33260a85a7d7275083845  metadata/upstream_sources.json
 56a43fa7adfcd3da8a21bfea87e1b2ea126e4fa8e6d3d603d8b1dddf15138a65  metadata/video_manifest.parquet
 05c8291308a5cc40a78f8b2d7875476945185c8ed11ebfe479288a8744d6a2cc  requirements.txt

metadata/release_manifest.json

@@ -61,8 +61,8 @@
     },
     {
       "path": "README.md",
-      "bytes": 8291,
-      "sha256": "0a3f33180cbc07773416abddc85b80bb7754551a5b8f9da5f665d7951b7966d3"
+      "bytes": 8642,
+      "sha256": "8182e503ff6d156b86432220d63247d8caaaa39d3dbe9e82ff741bbed2d34bd8"
     },
     {
       "path": "data/current/train.parquet",