Update review comments

README.md

@@ -79,7 +79,7 @@ VANTAGE-BENCH/
 
 Predictions are submitted to the evaluation server hosted on HuggingFace. The server computes metrics against held-out annotations and updates the public leaderboard.
 
-Evaluation server: TBD
+Evaluation server: [VANTAGE-Bench](https://github.com/anon-benchmark/VANTAGE-bench)
 
 ## Dataset Format
 
@@ -90,7 +90,7 @@ Video (mp4) and Images (jpg).
 | Category | Task | Videos | Entries |
 |----------|------|--------|---------|
 | Semantic | VQA | 296 | 1,257 |
-| Semantic | Event Verification | TBD | TBD |
+| Semantic | Event Verification | 163 | 163 |
 | Temporal | Dense Video Captioning | 104 | 717 |
 | Temporal | Temporal Localization | 221 | 1,280 |
 | Spatial | 2D Object Localization | 3 | 27,404 bounding boxes (628 frames) |
@@ -102,7 +102,12 @@ Video (mp4) and Images (jpg).
 **Total entries (VQA + DVC + Temporal):** 3,254
 **Total Data Storage:** 42 GB
 
-## References
+## Potential Known Risks
+
+- Ground truth annotations are not publicly released. All evaluation is performed server-side.
+- Some warehouse videos are concatenated clips from longer recording sessions.
+
+## Citations
 
 ```bibtex
 @inproceedings{Fujita2020SODA,
@@ -127,7 +132,11 @@ Video (mp4) and Images (jpg).
 }
 ```
 
-**TBD:** Update with VANTAGE-BENCH paper citation and final HuggingFace repo link.
+**TBD:** Update with VANTAGE-BENCH paper citation when published.
+
+## References
+
+**TBD:** Add final HuggingFace repo link.
 
 ## Ethical Considerations
 
@@ -137,8 +146,3 @@ Please report quality, risk, security vulnerabilities or NVIDIA AI Concerns [her
 ## Changelog
 
 - **2026-04-14:** Initial dataset release.
-
-## Notes & Known Issues
-
-- Ground truth annotations are not publicly released. All evaluation is performed server-side.
-- Some warehouse videos are concatenated clips from longer recording sessions.