Align public citation title

CITATION.cff

@@ -2,23 +2,24 @@ cff-version: 1.2.0
 message: "If you use this benchmark in your research, please cite as below."
 type: software
 
-title: "GeneLab Benchmark: A Multi-Tissue Spaceflight Transcriptomics Benchmark for AI/ML Models"
+title: "SpaceBio-Bench / GeneLab Benchmark: Mission-Held-Out Spaceflight Transcriptomics Benchmark"
 version: "7.1.2"
 date-released: "2026-06-05"
 
 abstract: >
-  GeneLab Benchmark is a comprehensive benchmark for evaluating AI and machine learning
-  models on NASA OSDR (Open Science Data Repository) mouse spaceflight transcriptomics
-  data. It provides standardized Leave-One-Mission-Out (LOMO) cross-validation splits,
-  multi-method evaluation (8 classifiers x 4 feature types), foundation model comparisons
-  (Geneformer, scGPT, UCE, scFoundation), and an evaluation framework for multi-tissue
-  spaceflight detection across 8 tissues (liver, gastrocnemius, kidney, thymus, skin, eye,
-  lung, colon), cross-mission transfer, cross-tissue transfer, multi-species analysis
-  (mouse, Drosophila), spatial transcriptomics (Visium), and single-cell RNA-seq
-  (RRRM-1, RRRM-2). The v7 release also includes unified scPRINT2 and graph
-  neural network benchmarking, plus cross-method synthesis across classical,
-  foundation-model, and graph-based approaches. The v7.1.2 release is a
-  documentation, public-card, and metadata patch; it does
+  SpaceBio-Bench / GeneLab Benchmark is a comprehensive benchmark for evaluating
+  AI and machine learning models on NASA OSDR (Open Science Data Repository)
+  mouse spaceflight transcriptomics data. It provides standardized
+  Leave-One-Mission-Out (LOMO) cross-validation splits, multi-method evaluation
+  (8 classifiers x 4 feature types), foundation model comparisons (Geneformer,
+  scGPT, UCE, scFoundation), and an evaluation framework for multi-tissue
+  spaceflight detection across 8 tissues (liver, gastrocnemius, kidney, thymus,
+  skin, eye, lung, colon), cross-mission transfer, cross-tissue transfer,
+  multi-species analysis (mouse, Drosophila), spatial transcriptomics (Visium),
+  and single-cell RNA-seq (RRRM-1, RRRM-2). The v7 release also includes
+  unified scPRINT2 and graph neural network benchmarking, plus cross-method
+  synthesis across classical, foundation-model, and graph-based approaches. The
+  v7.1.2 release is a documentation, public-card, and metadata patch; it does
   not introduce new benchmark result generation.
 
 authors:
@@ -37,6 +38,7 @@ keywords:
   - machine learning
   - NASA OSDR
   - GeneLab
+  - SpaceBio-Bench
   - LOMO
   - cross-mission transfer
   - foundation model
@@ -65,7 +67,7 @@ references:
 
 preferred-citation:
   type: article
-  title: "GeneLab Benchmark: A Multi-Tissue Spaceflight Transcriptomics Benchmark for AI/ML Models"
+  title: "SpaceBio-Bench / GeneLab Benchmark: Mission-Held-Out Spaceflight Transcriptomics Benchmark"
   authors:
     - family-names: "Kim"
       given-names: "JangKeun"

README.md

@@ -193,7 +193,7 @@ same citation metadata in the repository citation panel.
 
 ```bibtex
 @dataset{kim2026genelab,
-  title = {GeneLab Benchmark: A Multi-Tissue Spaceflight Transcriptomics Benchmark for AI/ML Models},
+  title = {SpaceBio-Bench / GeneLab Benchmark: Mission-Held-Out Spaceflight Transcriptomics Benchmark},
   author = {Kim, JangKeun},
   year = {2026},
   url = {https://huggingface.co/datasets/jang1563/genelab-benchmark},

docs/hf_dataset_card.md

@@ -209,7 +209,7 @@ Please cite the software and benchmark using the GitHub `CITATION.cff` metadata.
 
 ```bibtex
 @dataset{kim2026genelab,
-  title = {GeneLab Benchmark: A Multi-Tissue Spaceflight Transcriptomics Benchmark for AI/ML Models},
+  title = {SpaceBio-Bench / GeneLab Benchmark: Mission-Held-Out Spaceflight Transcriptomics Benchmark},
   author = {Kim, JangKeun},
   year = {2026},
   url = {https://huggingface.co/datasets/jang1563/genelab-benchmark},

scripts/validate_public_docs_consistency.py

@@ -77,6 +77,9 @@ def validate_public_docs() -> list[str]:
                 f"CITATION.cff: version {actual_version!r} does not match "
                 f"release manifest citation_version {citation_version!r}"
             )
+    citation_title = parse_cff_scalar(citation, "title")
+    if citation_title and "SpaceBio-Bench / GeneLab Benchmark" not in citation_title:
+        errors.append("CITATION.cff: title should include SpaceBio-Bench / GeneLab Benchmark")
 
     require_contains(errors, "README.md", readme, "# SpaceBio-Bench")
     require_contains(errors, "README.md", readme, "Former public name: **GeneLab Benchmark**")
@@ -86,6 +89,7 @@ def validate_public_docs() -> list[str]:
     require_contains(errors, "README.md", readme, "docs/assets/hf_benchmark_summary.png")
     require_contains(errors, "README.md", readme, "CONTRIBUTING.md")
     require_contains(errors, "README.md", readme, "docs/submission_format.md")
+    require_contains(errors, "README.md", readme, "SpaceBio-Bench / GeneLab Benchmark: Mission-Held-Out")
     require_absent(errors, "README.md", readme, "Version: v7.0 (2026-04-12)")
     require_absent(errors, "README.md", readme, "Status: **v1–v7 Complete**")
 
@@ -104,6 +108,7 @@ def validate_public_docs() -> list[str]:
     require_contains(errors, "docs/hf_dataset_card.md", hf_card, "Public status: **v7.1.2 public-card/metadata patch")
     require_contains(errors, "docs/hf_dataset_card.md", hf_card, "Dataset freeze: **2026-03-01**")
     require_contains(errors, "docs/hf_dataset_card.md", hf_card, "repo_id = \"jang1563/genelab-benchmark\"")
+    require_contains(errors, "docs/hf_dataset_card.md", hf_card, "SpaceBio-Bench / GeneLab Benchmark: Mission-Held-Out")
 
     zenodo_text = json.dumps(zenodo, sort_keys=True)
     require_contains(errors, ".zenodo.json", zenodo.get("title", ""), "SpaceBio-Bench")

tests/test_review_fixes.py

@@ -326,11 +326,23 @@ def test_public_release_metadata_uses_v7_consistently(self):
         self.assertIn("data freeze 2026-03-01", hf_card)
         self.assertIn('version: "7.1.2"', citation)
         self.assertIn('date-released: "2026-06-05"', citation)
+        self.assertIn(
+            'title: "SpaceBio-Bench / GeneLab Benchmark: Mission-Held-Out Spaceflight Transcriptomics Benchmark"',
+            citation,
+        )
         self.assertIn(
             'notes: "Manuscript in preparation; v7.1.2 documentation, public-card, and metadata patch."',
             citation,
         )
         self.assertIn("documentation, public-card, and metadata patch", citation)
+        self.assertIn(
+            "title = {SpaceBio-Bench / GeneLab Benchmark: Mission-Held-Out Spaceflight Transcriptomics Benchmark}",
+            readme,
+        )
+        self.assertIn(
+            "title = {SpaceBio-Bench / GeneLab Benchmark: Mission-Held-Out Spaceflight Transcriptomics Benchmark}",
+            hf_card,
+        )
         self.assertNotIn('version: "5.0.0"', citation)
         self.assertNotIn("Target journal:", citation)