CatQualia humanitarian aid navigator corpus — eligibility matching and refusal discipline
1,654 rows · 1,844,592 bytes · JSON Lines.
What this is
Situations paired with the assistance programmes that match them, the ones that do NOT match, and a matcher_notes field explaining the reasoning against published federal criteria. Every row carries never_guarantee_framing: the programme criteria 'appear relevant' rather than 'you qualify'. That constraint is the interesting part — it is a corpus built specifically so a model cannot promise a benefit it is not entitled to promise.
Provenance
This group merges 4 source corpora. Every row carries a _source_dataset field
naming the file it came from, so the grouping is reversible:
aid_scenarios— 1,609 rowsaid_programs— 17 rowsaid_sources_ledger— 16 rowscross_lingual_aid_corpus— 12 rows
Measured
| Property | Value |
|---|---|
| Rows | 1,654 |
| Bytes | 1,844,592 |
| Source corpora merged | 4 |
| Distinct top-level fields | 6 |
Counted with wc -l against the file staged here. Absolute machine paths were rewritten to
portable tokens (<<TREES>>, <<WME>>, <<DRIVE>>, <<HOME>>) and the row count verified
unchanged by that rewrite.
Known limitations
- Synthetic and self-graded. Grades, judgements and notes come from the author's own pipeline, not independent annotation.
- Small per source. Several constituent corpora are single-digit rows.
_source_datasetis added by this packaging, not present in the originals.- Not peer-reviewed or independently evaluated.
- Security group only: the offensive rows are public MITRE-mapped techniques; the corpus's contribution is the pairing and the self-grading, not new offensive capability.
Licence
CatQualia Structural Isomorphism License (CSIL) v3.0 — attribution: Christopher Betances, catqualia.com. Non-commercial use is free with attribution; commercial use requires a commercial licence. Full text: LICENSE in this repository and catqualia.com/licensing
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