Update dataset card: real arXiv citation (2606.05557)

README.md

@@ -64,9 +64,8 @@ of named locations. Each scene fixes a time of day, locations, and per-agent
 public/private state so the benchmark tests cross-scene robustness rather than
 memorisation of one configuration.
 
-> **Status:** released alongside a paper currently under review. The accompanying
-> code/simulator are mirrored anonymously during review. Citation below is a
-> placeholder and will be de-anonymised on acceptance.
+> **Paper:** *AURA: Intent-Directed Probing for Implicit-Need Surfacing in Situated
+> LLM Agents* — Li, Liu, Cai, Xu (2026). arXiv:[2606.05557](https://arxiv.org/abs/2606.05557).
 
 ## Configs
 
@@ -135,11 +134,13 @@ redistributed here — obtain them from their original sources.
 ## Citation
 
 ```bibtex
-@misc{aura_implicit_intent_2026,
-  title  = {AURA: Intent-Directed Probing for Implicit-Need Surfacing in Situated LLM Agents},
-  author = {Anonymous (under review)},
-  year   = {2026},
-  note   = {Benchmark and simulator released under CC-BY-4.0}
+@misc{li2026aura,
+  title         = {AURA: Intent-Directed Probing for Implicit-Need Surfacing in Situated LLM Agents},
+  author        = {Li, Yang and Liu, Jiaxiang and Cai, Jiang and Xu, Mingkun},
+  year          = {2026},
+  eprint        = {2606.05557},
+  archivePrefix = {arXiv},
+  url           = {https://arxiv.org/abs/2606.05557}
 }
 ```