Rename JSAJ -> MUDDLE; add related-artifact links

README.md

@@ -11,9 +11,9 @@ size_categories:
   - 1K<n<10K
 ---
 
-# JSAJ Eval Bundle
+# MUDDLE eval bundle - PDF modality
 
-Pre-materialized cells for the JSAJ team's context degradation evaluation on the MMLongBench-Doc derived dataset. Each cell folder contains the exact PDFs an evaluation must run against.
+Pre-materialized cells for the MUDDLE context degradation evaluation on the MMLongBench-Doc derived dataset. Each cell folder contains the exact PDFs an evaluation must run against.
 
 ## Structure
 
@@ -79,4 +79,18 @@ Derived from MMLongBench-Doc with a 286-row text-safe filter. Source + HN PDFs o
 
 ## Citation
 
-Part of the JSAJ team's Algoverse March 2026 cohort research on long-context degradation. Code: [SaibililaA/JSAJ](https://github.com/SaibililaA/JSAJ).
+Part of the MUDDLE team's Algoverse March 2026 cohort research on long-context degradation. Code: [SaibililaA/MUDDLE](https://github.com/SaibililaA/MUDDLE).
+
+## Related
+
+Part of **MUDDLE: Measuring Understanding of Documents under Distractor and Length Effects**
+(COLM 2026 Workshop on Context Beyond the Window).
+
+| Piece | Where |
+|---|---|
+| Code | https://github.com/luoojason/muddle |
+| Questions + hard-negative metadata | https://huggingface.co/datasets/luoojason/mmlongbench-text-only |
+| Eval cells, PDF modality | https://huggingface.co/datasets/luoojason/muddle-eval-bundle |
+| Eval cells, markdown modality | https://huggingface.co/datasets/luoojason/muddle-eval-bundle-md |
+| Eval cells, page-image modality | https://huggingface.co/datasets/luoojason/muddle-eval-bundle-img |
+| Paper | https://openreview.net/forum?id=9YS7tSPM9c |