Add task category and paper/code links

README.md

@@ -1,13 +1,15 @@
 ---
-pretty_name: PraxisMem-Training
+language:
+- en
 license: other
+pretty_name: PraxisMem-Training
 license_name: praxismem-training-data-terms
 license_link: LICENSE
-language:
-- en
 tags:
 - memory
 - reinforcement-learning
+task_categories:
+- question-answering
 ---
 
 # PraxisMem-Training
@@ -15,6 +17,9 @@ tags:
 Training data for PraxisMem's memory update and retrieval agents, including
 VERL-compatible samples and canonical memory states.
 
+Paper: [Memorizing Who, Knowing How: Benchmarking Personal and Procedural Memory for Persistent Assistants](https://huggingface.co/papers/2610.20022)  
+Code: [PraxisMemBench](https://github.com/QMMMS/PraxisMemBench)
+
 ## Data
 
 Download [verl.tar.gz](verl.tar.gz) and extract it into your data directory.
@@ -52,5 +57,4 @@ provides benchmark trajectories and conversation history.
 
 ## License And Sources
 
-See [LICENSE](LICENSE) for data sources and component-specific terms.
-
+See [LICENSE](LICENSE) for data sources and component-specific terms.