Simplify dataset documentation and update framework compatibility

CITATION.cff

@@ -1,33 +1,18 @@
 cff-version: 1.2.0
-message: "Please cite the CONFIRM paper when using this benchmark."
+message: Citation metadata for NeuroClaimBench.
 type: dataset
-title: "NeuroClaimBench"
-version: "2.1"
-url: "https://huggingface.co/datasets/stanjsx/NeuroClaimBench"
+title: NeuroClaimBench
+version: '2.1'
+url: https://huggingface.co/datasets/stanjsx/NeuroClaimBench
 license: CC-BY-4.0
 authors:
-  - family-names: Wei
-    given-names: Yuxiang
-  - family-names: Zhu
-    given-names: Lijing
-  - family-names: Lan
-    given-names: Qizhen
-  - family-names: Zhang
-    given-names: Yanteng
-  - family-names: Calhoun
-    given-names: Vince D.
-preferred-citation:
-  type: article
-  title: "CONFIRM: Governing Scientific Reporting for Trustworthy Agentic Neuroimaging"
-  authors:
-    - family-names: Wei
-      given-names: Yuxiang
-    - family-names: Zhu
-      given-names: Lijing
-    - family-names: Lan
-      given-names: Qizhen
-    - family-names: Zhang
-      given-names: Yanteng
-    - family-names: Calhoun
-      given-names: Vince D.
-  url: "https://openreview.net/forum?id=KYE1DzsxWc"
+- family-names: Wei
+  given-names: Yuxiang
+- family-names: Zhu
+  given-names: Lijing
+- family-names: Lan
+  given-names: Qizhen
+- family-names: Zhang
+  given-names: Yanteng
+- family-names: Calhoun
+  given-names: Vince D.

DATA_DICTIONARY.md

@@ -101,6 +101,6 @@ cohort files.
 | `benchmark_manifest.json` | Record filenames, hashes, schema version, counts, and source identities |
 | `RELEASE_MANIFEST.json` | Benchmark identity, record counts, and distributed file inventory |
 | `PACKAGE_MANIFEST.json` | Version, license, framework dependency, and core record hashes |
-| `CITATION.cff` | Authors and paper citation |
+| `CITATION.cff` | Dataset authors and version |
 | `LICENSE` | CC BY 4.0 license text |
 | `SHA256SUMS` | Checksums of every distributed file except this checksum file |

PACKAGE_MANIFEST.json

@@ -3,7 +3,7 @@
   "version": "2.1",
   "schema_version": 2,
   "license": "CC-BY-4.0",
-  "framework_version": "0.1.0",
+  "framework_version": "0.1.1",
   "frozen_record_sha256": {
     "cases": "57605904c124ecadbc9105d9b55e3bba58ee94aab0e68d6a5f93e587f6359c41",
     "references": "90f6cf8595784c84afb80020b071ab6521931c6382365cd60da7f6452ec3e137",

README.md

@@ -33,8 +33,7 @@ configs:
 # NeuroClaimBench v2.1
 
 NeuroClaimBench evaluates whether a system supports or withholds a
-neuroimaging claim. It accompanies
-[CONFIRM: Governing Scientific Reporting for Trustworthy Agentic Neuroimaging](https://openreview.net/forum?id=KYE1DzsxWc).
+neuroimaging claim.
 
 The package contains 489 executable tasks: 279 scientific claims, 150
 constructed stress controls, and 60 external-transfer claims and controls.
@@ -58,7 +57,7 @@ Load an individual record collection:
 ```python
 from datasets import load_dataset
 
-tasks = load_dataset("stanjsx/NeuroClaimBench", "tasks", split="test", revision="v2.1")
+tasks = load_dataset("stanjsx/NeuroClaimBench", "tasks", split="test", revision="v2.1.1")
 print(tasks[0]["task_id"])
 print(tasks[0]["contract"])
 ```
@@ -76,7 +75,7 @@ from huggingface_hub import snapshot_download
 snapshot_download(
     repo_id="stanjsx/NeuroClaimBench",
     repo_type="dataset",
-    revision="v2.1",
+    revision="v2.1.1",
     local_dir="neuroclaimbench-v2.1",
 )
 ```
@@ -84,19 +83,19 @@ snapshot_download(
 ## Install the tools
 
 Use Python 3.10 or newer. CONFIRM supplies the `neuroclaimbench` command.
-Download `confirm-0.1.0-py3-none-any.whl` from the
-[CONFIRM v0.1.0 release](https://github.com/yuxiangwei0808/CONFIRM/releases/tag/v0.1.0)
+Download `confirm-0.1.1-py3-none-any.whl` from the
+[CONFIRM v0.1.1 release](https://github.com/yuxiangwei0808/CONFIRM/releases/tag/v0.1.1)
 into the directory containing the extracted `neuroclaimbench-v2.1` folder.
 Run from that parent directory:
 
 ```bash
 python -m venv .venv
 source .venv/bin/activate
-python -m pip install ./confirm-0.1.0-py3-none-any.whl
+python -m pip install ./confirm-0.1.1-py3-none-any.whl
 ```
 
-On Windows, activate with `.venv\Scripts\activate`. To install from source,
-extract `confirm-0.1.0.zip` and run `python -m pip install ./confirm-0.1.0`
+To install from source,
+extract `confirm-0.1.1.zip` and run `python -m pip install ./confirm-0.1.1`
 from its parent directory. An existing CONFIRM installation provides the
 same benchmark commands.
 
@@ -121,15 +120,7 @@ no cohort data or model calls. Choose a new output filename for each export.
 - [Python loading, metrics, and evaluation](USAGE.md)
 - [File and field definitions](DATA_DICTIONARY.md)
 - [Cohort data and exact-input requirements](DATA_ACCESS.md)
-- [Citation](CITATION.cff)
 
 Executing a task requires its corresponding prepared cohort files. The
 metadata package contains no participant tables, random-control assignment
 tables, or PubMed abstracts.
-
-## License
-
-The authors' benchmark metadata and documentation are licensed under
-[CC BY 4.0](LICENSE). Source datasets and referenced third-party works retain
-their own licenses and access terms. Cite the paper and this benchmark when
-using the release.

SHA256SUMS

@@ -1,9 +1,9 @@
-e8dd550275260f7c28d33e699b98138c31b34da2a221fb2a45f5985a3c92bceb  CITATION.cff
+6b7b05a71921d5525e7b8b3e370a3963cc428368143bb6042dbd2e007af01d0d  CITATION.cff
 b03098ab30c8723e556d3e6383b0df944b6c39cee8a543fa90d38986d131cbcc  DATA_ACCESS.md
-df33d3c7310630d8b7bad3a60dc547fe0675f3a8c59bf6345f5415f91f1497ce  DATA_DICTIONARY.md
+941390cf882bd4efbc7667f6a5e9f1edddcf29cff22e9a7ed99e3bce9ea97a22  DATA_DICTIONARY.md
 d557539df68e771cc1eedcc91d13f70fca930e508d11eedcafa4b15db49e3744  LICENSE
-769093a1e37b397552a5015ef8bf8029d95107b330658fb746a418854f585f9a  PACKAGE_MANIFEST.json
-dd20cdde2ccc8e64afb9623ef1e44b915acdb1d675c4689684ba5a0d1ba192bd  README.md
+7c5ca85188426a993e5715175f9fc044a4c49dc772f091f27386fe46f2995b93  PACKAGE_MANIFEST.json
+b6526526478d30c821573f0e089a803233db98278c777d3308e3a2b1f58a6976  README.md
 119ae933b7959d1907fe0e97be724686d47f660e85feecd2a9b1f4b3c8286f1d  RELEASE_MANIFEST.json
 c60a681c5e3e6d019deb32b220b98edda8cbde497c902726a9e21f69f8b3998d  USAGE.md
 ac738bbcd45c44dc572202509af06445f81dafeb9a848df0142c1981489e58bd  alignment_policy.json