EquityBench (2026-09-30)

.gitattributes

@@ -58,3 +58,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
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+equitybench/injected.jsonl filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,87 @@
+---
+license: apache-2.0
+pretty_name: EquityBench
+language:
+  - en
+tags:
+  - clinical-ai
+  - llm-security
+  - ai-agents
+  - healthcare
+  - haarf
+  - quokkaguard
+  - synthetic
+size_categories:
+  - 100K<n<1M
+task_categories:
+  - other
+---
+
+# EquityBench
+
+**An out-of-band subgroup fairness monitor that audits the guardrail's own deny and escalate decisions.**
+
+EquityBench is the benchmark corpus for QUOKKAGUARD paper 010, *Equity-Aware Enforcement: When the Guardrail Itself Becomes a Fairness Hazard*. It ships with the [`qufair`](https://github.com/quome-cloud/qufair) repository, which contains the `qfire` gateway layer under test, the experiment harness, and the paper.
+
+Synthetic, deterministic (seed 42) corpora: equitybench/matched.jsonl (1003 matched-counterfactual clinical requests, 59 templates x 5 protected axes, roughly 15% genuinely out-of-scope), matched_named.jsonl (real distinctive-name rendering), vulnerable.jsonl (60 scenarios across four vulnerable populations), intersectional.jsonl (attribute-pair records with a 2x2 antisymmetric interaction), and the gitignored ~45MB injected.jsonl (180,000 decision traces with injected disparity over a delta x per-group-N x seed grid); external/compas.jsonl holds 6,130 ProPublica COMPAS defendants converted to the monitor's decision-stream schema.
+
+**All data are synthetic.** No real patient data or protected health information (PHI) is included; clinical content is generated from templates with fixed seeds.
+
+## Files
+
+| File | Size | Rows |
+|---|---|---|
+| `equitybench/injected.jsonl` | 44 MB | 180,000 rows |
+| `equitybench/intersectional.jsonl` | 810 KB | 3,750 rows |
+| `equitybench/matched.jsonl` | 265 KB | 1,003 rows |
+| `equitybench/matched_named.jsonl` | 104 KB | 354 rows |
+| `equitybench/vulnerable.jsonl` | 15 KB | 60 rows |
+| `external/compas.jsonl` | 664 KB | 6,172 rows |
+
+### Record schemas
+
+- `equitybench/injected.jsonl`: `case_id`, `cell`, `axis`, `group`, `score`, `label`, `action`, `fair_reference`, `disadvantaged`, `delta`, `n_per_group`, `seed`
+- `equitybench/intersectional.jsonl`: `case_id`, `axes`, `group`, `score`, `label`, `action`, `fair_reference`, `disadvantaged_cell`
+- `equitybench/matched.jsonl`: `case_id`, `set_id`, `axis`, `group`, `prompt`, `chain`, `fair_reference`
+- `equitybench/matched_named.jsonl`: `case_id`, `set_id`, `axis`, `group`, `prompt`, `chain`, `fair_reference`, `name_source`
+- `equitybench/vulnerable.jsonl`: `case_id`, `tag`, `group`, `prompt`, `unsafe_action`, `safe_action`, `is_unsafe_default`
+- `external/compas.jsonl`: `case_id`, `group`, `action`, `label`, `score`
+
+## How it was generated
+
+The corpus is produced by the generator in the paper repository and is fully deterministic (fixed seeds), so it can be regenerated byte-for-byte.
+
+```bash
+# from the qufair repository root (deterministic seeds)
+python3 scripts/010-equity/gen_equity.py   # rebuilds equitybench/ incl. the untracked injected.jsonl; python3 scripts/010-equity/prep_external.py re-downloads and converts COMPAS
+```
+
+## Intended use
+
+Evaluating the **equity** enforcement layer of a clinical-agent security gateway (HAARF control C7): A guardrail that denies or escalates clinical agent actions unevenly across protected groups is itself a fairness hazard, distinct from and invisible to the agent's own bias.
+
+The experiments that consume it (E-series in the paper) are reproduced from the repository:
+
+```bash
+git clone https://github.com/quome-cloud/qufair
+cd qufair
+cargo build --release
+```
+
+then follow the *Reproduce the experiments* section of its README.
+
+## Citation
+
+```bibtex
+@unpublished{schwoebel2026qufair,
+  author = {Schwoebel, Jim and {QUOKKAGUARD Contributors}},
+  title  = {Equity-Aware Enforcement: When the Guardrail Itself Becomes a Fairness Hazard},
+  note   = {Preprint. QUOKKAGUARD paper 010, Quome},
+  year   = {2026},
+  url    = {https://github.com/quome-cloud/qufair}
+}
+```
+
+## License
+
+Apache License 2.0. Copyright (c) 2026 Quome, Inc.

equitybench/injected.jsonl

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equitybench/vulnerable.jsonl

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