Dataset card: full paper title, reviewed overview and citation

CHECKSUMS.txt

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README.md

@@ -39,7 +39,7 @@ configs:
     data_files: data/scibench/role_messages.parquet
 ---
 
-# Beyond Division of Labor: Roles, Feedback, and Recovery — Dataset
+# Beyond Division of Labor: How Roles Shape Feedback and Recovery in Multi-Agent Systems
 
 [Project Website](https://chihhsuan-yang.github.io/AAMAS2027-AgentProtocols/) | [Code](https://github.com/ChihHsuan-Yang/AAMAS2027-AgentProtocols) | [Paper](https://chihhsuan-yang.github.io/AAMAS2027-AgentProtocols/paper.pdf)
 
@@ -49,6 +49,17 @@ Chih-Hsuan Yang, Xinyang Li, Rajeev Thakur, and Feng Yan.
 trajectories and analysis-ready tables for studying agent roles, feedback delivery,
 and recovery after an incorrect answer.
 
+**What do roles change beyond the division of labor?** We hold the agents,
+topology, call budget and ground-truth evaluator fixed, then delete every role
+instruction from a Planner–Executor–Reviewer team. Specialization largely
+disappears, yet first-pass accuracy does not drop. Roles also allocate decision
+rights: a role-structured Reviewer often withholds approval, so its team
+submits less and receives less corrective feedback. In exploratory
+comparisons, the role-free team recovers from failed first answers more often
+in all five settings, and forcing a submission every cycle closes the gap.
+Recovery is oracle-assisted; forced submission is one exploratory run on 400
+problems.
+
 **Start here: roles and feedback delivery must be separated.** The frozen
 campaign's role-free condition (`B`) did **not** receive evaluator feedback,
 although its metadata recorded evaluation activity. Its comparison with `A`
@@ -79,8 +90,8 @@ adjudication material, and the build and validation scripts.
 `controls/run1/`, the first run of the feedback controls in all five
 model–benchmark cells (the paper's main text), the forced-submission run and
 its re-run of `A`. The [code repository](https://github.com/ChihHsuan-Yang/AAMAS2027-AgentProtocols)
-re-derives every number, table and figure in the paper from `raw/` and
-`controls/`, byte for byte.
+re-derives every number and table in the paper from `raw/` and `controls/`
+byte for byte, and redraws every figure pixel-identical.
 
 ## Quick start
 
@@ -713,3 +724,21 @@ byte-identical, every other field keeps its value, and no analysis reads that
 text, so every number is unchanged. Each manifest records
 the original file's hash as `redacted_from_sha256`. The parquet tables never
 contained these bodies.
+
+## Citation
+
+The canonical BibTeX entry is
+[`citation.bib`](https://chihhsuan-yang.github.io/AAMAS2027-AgentProtocols/citation.bib)
+on the project website; the code repository also carries a `CITATION.cff`.
+
+```bibtex
+@misc{yang2026beyond,
+    title = "Beyond Division of Labor: How Roles Shape Feedback and Recovery in Multi-Agent Systems",
+    author = "Yang, Chih-Hsuan  and
+      Li, Xinyang  and
+      Thakur, Rajeev  and
+      Yan, Feng",
+    year = "2026",
+    note = "Preprint"
+}
+```