Add Acknowledgements / Related Work section

Acknowledge that query-aware and adaptive frame selection for
Video-LLMs is an active research direction; clarify that this
release is an independent engineering implementation focused on
small-model, low-frame-budget video QA and CCTV-style deployment.

README.md

@@ -217,6 +217,16 @@ in benchmark mode.
 > Video-MME benchmark and are not a leaderboard submission. A full-
 > benchmark eval is on the future-work list.
 
+## Acknowledgements / Related Work
+
+This project builds on Qwen3-VL-2B-Instruct and uses a simple
+CLIP-based query-aware frame selection policy at inference time.
+
+Query-aware and adaptive frame selection for Video-LLMs is an active
+research direction. DW-KhotTaeVL-2B-QueryFrames is an independent
+engineering implementation focused on small-model, low-frame-budget
+video QA and CCTV-style deployment constraints.
+
 ## License
 
 | Component | License | Source |