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+# Eval Report — 2026-07-01
+
+Generated by `scripts/run_eval.sh` → `tsmm.eval.report`.
+
+## Discipline notes
+- **Main metric: VUS-PR** (threshold-free).
+- **Point-F1 reported WITHOUT point-adjust.** PA-F1 shown separately as a CONTROL only.
+- Trivial baselines (random / constant / all-report) are included.
+- LLM-judge backend: `stub`.
+
+## Dataset: synth
+
+| predictor | n | VUS-PR | Aff-F1 | AUC-PR | Point-F1 | PA-F1(control) | parse_rate |
+|---|---|---|---|---|---|---|---|
+| model | 361 | 0.2241 | 0.2474 | 0.3050 | 0.2186 | 0.5018 | 0.98 |
+| pure_llm | 361 | 0.2391 | 0.0029 | 0.2940 | 0.0013 | 0.0071 | 0.00 |
+| random | 361 | 0.3266 | 0.3970 | 0.2689 | 0.3266 | 0.9771 | 1.00 |
+| constant | 361 | 0.2601 | 0.4302 | 0.2951 | 0.3914 | 1.0000 | 1.00 |
+| all_report | 361 | 0.2601 | 0.4302 | 0.2951 | 0.3914 | 1.0000 | 1.00 |
+
+_PA = point-adjust; shown as control only, not headline._
+
+### QA judge (stub 0-5) — synth
+
+| predictor | anomaly | compare | describe | event | forecast | root_cause | mean |
+|---|---|---|---|---|---|---|---|
+| model | 2.45 | 2.75 | 1.34 | 3.89 | 0.03 | 3.99 | 2.41 |
+| pure_llm | 0.03 | 1.25 | 0.19 | 1.64 | 0.12 | 2.17 | 0.90 |
+| random | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
+| constant | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
+| all_report | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
+
+_QA judge = offline stub token-overlap heuristic; swap `--judge_backend openai` for GPT-4o scoring._