R0021/2026-03-25/Q007 — ACH Matrix¶
Matrix¶
| H1: Substantial with frameworks | H2: Minimal/theoretical | H3: Active but challenges | |
|---|---|---|---|
| SRC01-E01: DARPA XAI 4-year, 12,700 participants | ++ | -- | + |
| SRC02-E01: EU AI Act/GDPR explainability mandates | ++ | -- | + |
| SRC03-E01: 2,425 XAI papers; post-hoc methods approximate | + | -- | ++ |
Legend: ++ Strongly supports · + Supports · -- Strongly contradicts · - Contradicts · N/A Not applicable
Diagnosticity Analysis¶
Most Diagnostic Evidence¶
| Evidence ID | Why Diagnostic |
|---|---|
| SRC03-E01 | The volume of research (2,425 articles) combined with the acknowledgment that methods are approximate discriminates between H1 (fully mature) and H3 (active but challenging). |
Outcome¶
Hypothesis supported: H3 — Research is active and growing but practical challenges remain.
Hypotheses eliminated: H2 — Thousands of papers, major government programs, and legislated requirements eliminate the "minimal" hypothesis.
Hypotheses inconclusive: H1 — Partially supported; frameworks exist but deployment challenges persist.