Add link to paper and update task categories

README.md

@@ -1,24 +1,25 @@
 ---
+language:
+- en
 license: cc-by-4.0
+size_categories:
+- 1K<n<10K
 task_categories:
+- image-text-to-text
 - robotics
 - visual-question-answering
-language:
-- en
 tags:
 - embodied-ai
 - spatial-reasoning
 - procthor
 - vlm
-size_categories:
-- 1K<n<10K
 ---
 
 # SpaMEM
 
-Embodied spatial reasoning dataset for evaluating dynamic spatial memory in
-vision-language models. Episodes are collected in ProcTHOR with a resident-agent
-simulator.
+Embodied spatial reasoning dataset for evaluating dynamic spatial memory in vision-language models. This dataset is associated with the paper [SpaMEM: Benchmarking Dynamic Spatial Reasoning via Perception-Memory Integration in Embodied Environments](https://huggingface.co/papers/2604.22409).
+
+Episodes are collected in ProcTHOR with a resident-agent simulator.
 
 ## Layout
 
@@ -80,4 +81,11 @@ print(pd.read_csv(mf).head())
 
 ## Citation
 
-TBD — paper under review at ECCV 2026.
+```bibtex
+@article{spamem2026,
+  title={SpaMEM: Benchmarking Dynamic Spatial Reasoning via Perception-Memory Integration in Embodied Environments},
+  author={Anonymous},
+  journal={arXiv preprint arXiv:2604.22409},
+  year={2026}
+}
+```