From b843899a45101a1c235652d1287b85e1c9417cb1 Mon Sep 17 00:00:00 2001 From: Niroj33 <86530493+professor3333@users.noreply.github.com> Date: Thu, 5 Nov 2026 10:00:52 +0545 Subject: [PATCH] Train a CRF on batches 01-02 and report agreement with model drafts crf-batches-01-02 adds batch-02 (239 train records). On the 172 model-drafted dev records it reaches typed F1 0.145 and exact span F1 0.221; adding batch-02 clearly improves span agreement (+0.047, CI [+0.004, +0.086]). On the 10 hand-labelled dev documents no difference is clear. evaluate and compare take --add-gold; predict takes several --sample manifests. --- README.md | 13 + docs/model_card.md | 4 +- reports/agreement/README.md | 84 ++++++ .../agreement/compare_agreement_batch-02.md | 25 ++ reports/agreement/compare_agreement_rules.md | 25 ++ reports/agreement/compare_manual_batch-02.md | 25 ++ .../crf-batches-01-02_dev_agreement.md | 57 ++++ .../agreement/crf-batches-01-02_dev_manual.md | 57 ++++ .../crf-pilot-2-batch-01_dev_agreement.md | 57 ++++ .../crf-pilot-2-batch-01_dev_manual.md | 57 ++++ .../predictions/crf-batches-01-02.jsonl | 272 ++++++++++++++++++ .../predictions/crf-pilot-2-batch-01.jsonl | 272 ++++++++++++++++++ reports/agreement/predictions/rules-2.jsonl | 272 ++++++++++++++++++ reports/agreement/rules-2_dev_agreement.md | 57 ++++ reports/agreement/rules-2_dev_manual.md | 57 ++++ src/triggermap/cli.py | 42 ++- tests/test_eval.py | 22 ++ tests/test_rules.py | 22 ++ 18 files changed, 1411 insertions(+), 9 deletions(-) create mode 100644 reports/agreement/README.md create mode 100644 reports/agreement/compare_agreement_batch-02.md create mode 100644 reports/agreement/compare_agreement_rules.md create mode 100644 reports/agreement/compare_manual_batch-02.md create mode 100644 reports/agreement/crf-batches-01-02_dev_agreement.md create mode 100644 reports/agreement/crf-batches-01-02_dev_manual.md create mode 100644 reports/agreement/crf-pilot-2-batch-01_dev_agreement.md create mode 100644 reports/agreement/crf-pilot-2-batch-01_dev_manual.md create mode 100644 reports/agreement/predictions/crf-batches-01-02.jsonl create mode 100644 reports/agreement/predictions/crf-pilot-2-batch-01.jsonl create mode 100644 reports/agreement/predictions/rules-2.jsonl create mode 100644 reports/agreement/rules-2_dev_agreement.md create mode 100644 reports/agreement/rules-2_dev_manual.md diff --git a/README.md b/README.md index edad816..9234085 100644 --- a/README.md +++ b/README.md @@ -180,6 +180,17 @@ the 10 hand-labelled dev documents above. Later results are reported as *agreeme drafting model*, never as accuracy, and the release gates in [`docs/targets.md`](docs/targets.md) cannot be judged as declared. +| Agreement with model drafts (172 dev records, not accuracy) | Typed-condition micro-F1 | Exact span F1 | False-prerequisite rate | +|---|---:|---:|---:| +| Rules (`rules-2`) | 0.107 [0.058, 0.154] | 0.142 [0.085, 0.195] | 0.330 [0.165, 0.467] | +| CRF (`crf-pilot-2-batch-01`) | 0.128 [0.095, 0.168] | 0.174 [0.134, 0.215] | 0.416 [0.294, 0.493] | +| CRF (`crf-batches-01-02`, + 100 model-drafted `batch-02` records) | 0.145 [0.105, 0.185] | 0.221 [0.171, 0.268] | 0.353 [0.260, 0.416] | + +Adding `batch-02` clearly improves exact-span agreement (+0.047, 95% CI [+0.004, +0.086]), but not +typed agreement. On the 10 hand-labelled documents, `crf-batches-01-02` scores 0.370 typed F1 +[0.000, 0.640], and the difference from `crf-pilot-2-batch-01` is not clear; see +[`reports/agreement/`](reports/agreement/README.md). + 95% project-group bootstrap intervals (1,000 resamples). Full reports, including scores against the 28 model-made dev records (which measure agreement with the drafting model, not accuracy), are in [`reports/pilot/`](reports/pilot/README.md). The paired difference from adding `batch-01` (+0.214 typed F1, @@ -226,6 +237,8 @@ uv run triggermap predict --model crf --model-dir artifacts/crf-1 --out data/pre uv run triggermap evaluate annotations/pilot/pilot-1.jsonl data/predictions/crf-1.jsonl --out reports/crf-1.md uv run triggermap compare annotations/pilot/pilot-2.jsonl reports/pilot/predictions/rules-2.jsonl \ reports/pilot/predictions/crf-pilot-2.jsonl --gold-origin manual # paired bootstrap, B - A +uv run triggermap evaluate annotations/batches/batch-03.jsonl reports/agreement/predictions/crf-batches-01-02.jsonl \ + --add-gold annotations/batches/batch-06.jsonl --split dev # agreement with model drafts, not accuracy ``` **Transformers** (once gold labels exist; DistilBERT, DeBERTa-v3-small; GPU recommended, see diff --git a/docs/model_card.md b/docs/model_card.md index 4f1ad58..24b5c6a 100644 --- a/docs/model_card.md +++ b/docs/model_card.md @@ -65,7 +65,9 @@ the review-policy version. Training uses the train pool of `splits/pool-v1.json` only (see [`dataset_card.md`](dataset_card.md)). The models trained so far used `pilot-2` (39 in the train split) and `batch-01` (100). Of these 139 records, 7 are `manual`. The other 132 are -model drafts. `batch-02` (100 more model-drafted train records) is available and not yet used. +model drafts. `crf-batches-01-02` adds `batch-02` (239 records: 7 `manual`, 232 model drafts). +Its dev results, as agreement with the model drafts and as accuracy on the 10 hand-labelled +documents, are in [`reports/agreement/`](../reports/agreement/README.md). ## Preliminary dev results diff --git a/reports/agreement/README.md b/reports/agreement/README.md new file mode 100644 index 0000000..bf35e92 --- /dev/null +++ b/reports/agreement/README.md @@ -0,0 +1,84 @@ +# Agreement with model drafts (dev split only) + +Labels after the pilot are model drafts (owner's decision, 2026-11-05; see +[`docs/targets.md`](../../docs/targets.md)). This report scores three systems in two ways: + +- **Agreement:** against the 172 model-drafted dev records of `batch-03` (112) and `batch-06` + (60), all `model_draft_accepted`, guidelines v0.2. These numbers measure how closely a system + reproduces the drafting model's labels. **They are not accuracy.** +- **Accuracy:** against the 10 hand-labelled dev documents of `pilot-2` (`--gold-origin manual`, + 17 gold conditions), the only accuracy slice that exists. + +The test split was not touched. All intervals are 95% project-group bootstrap intervals, 1,000 +resamples, seed 0. + +| System | Training records (train split) | Origins | +|---|---|---| +| `rules-2` | none (deterministic rules) | n/a | +| `crf-pilot-2-batch-01` | `pilot-2` + `batch-01`: 139 | 7 `manual`, 132 model drafts | +| `crf-batches-01-02` | `pilot-2` + `batch-01` + `batch-02`: 239 | 7 `manual`, 219 `model_draft_accepted`, 13 `model_draft_revised` | + +## Agreement: 172 model-drafted dev documents + +155 documents have draft conditions (386 conditions) and 17 have none. + +| Metric | `rules-2` | `crf-pilot-2-batch-01` | `crf-batches-01-02` | +|---|---:|---:|---:| +| Typed-condition micro-F1 | 0.107 [0.058, 0.154] | 0.128 [0.095, 0.168] | 0.145 [0.105, 0.185] | +| Exact span F1 | 0.142 [0.085, 0.195] | 0.174 [0.134, 0.215] | 0.221 [0.171, 0.268] | +| Exact span precision | 0.272 [0.182, 0.340] | 0.277 [0.215, 0.372] | 0.332 [0.273, 0.400] | +| Exact span recall | 0.096 [0.055, 0.141] | 0.127 [0.090, 0.162] | 0.166 [0.122, 0.216] | +| Group exact-match F1 | 0.000 | 0.000 | 0.000 | +| Document exact match, no conditions | 0.941 [0.840, 1.000] | 0.941 [0.800, 1.000] | 0.882 [0.714, 1.000] | +| False-prerequisite rate (lower is better) | 0.330 [0.165, 0.467] | 0.416 [0.294, 0.493] | 0.353 [0.260, 0.416] | +| Reversed-meaning rate (lower is better) | 0.060 [0.011, 0.132] | 0.090 [0.035, 0.154] | 0.074 [0.029, 0.131] | + +## Accuracy: 10 hand-labelled dev documents + +| Metric | `rules-2` | `crf-pilot-2-batch-01` | `crf-batches-01-02` | +|---|---:|---:|---:| +| Typed-condition micro-F1 | 0.095 [0.000, 0.333] | 0.444 [0.133, 0.667] | 0.370 [0.000, 0.640] | +| Exact span precision | 0.250 [0.000, 1.000] | 0.600 [0.250, 1.000] | 0.500 [0.000, 0.818] | +| Exact span recall | 0.059 [0.000, 0.231] | 0.353 [0.077, 0.611] | 0.294 [0.000, 0.571] | +| Group exact-match F1 | 0.000 | 0.500 [0.000, 1.000] | 0.500 [0.000, 1.000] | +| False-prerequisite rate (lower is better) | 0.750 [0.000, 1.000] | 0.300 [0.000, 0.750] | 0.333 [0.000, 1.000] | + +## Paired differences (same documents, same resamples) + +| Comparison | Slice | Typed F1, B − A | Exact span F1, B − A | Report | +|---|---|---:|---:|---| +| `crf-pilot-2-batch-01` → `crf-batches-01-02` (adding `batch-02`) | agreement | +0.017 [−0.014, +0.047] | **+0.047 [+0.004, +0.086]** | [`compare_agreement_batch-02.md`](compare_agreement_batch-02.md) | +| `rules-2` → `crf-batches-01-02` | agreement | +0.038 [−0.012, +0.097] | **+0.079 [+0.028, +0.138]** | [`compare_agreement_rules.md`](compare_agreement_rules.md) | +| `crf-pilot-2-batch-01` → `crf-batches-01-02` (adding `batch-02`) | accuracy | −0.074 [−0.182, +0.000] | −0.074 [−0.182, +0.000] | [`compare_manual_batch-02.md`](compare_manual_batch-02.md) | + +Bold marks a clear difference (the whole interval on one side of zero). + +## Reading + +- **Agreement is low.** Even the best system reproduces about one in six of the drafting + model's exact spans (span recall 0.166), and typed F1 stays below 0.15. Exact matching is + strict: a span that differs by one word counts as a miss. +- **Adding `batch-02` clearly improves span agreement** (+0.047 exact span F1) but not typed + agreement: the interval for typed F1 includes zero. +- **The CRF clearly beats the rules on span agreement** (+0.079), but not on typed F1 or on the + false-prerequisite rate. +- **On the 10 hand-labelled documents nothing is clear.** Adding `batch-02` moves typed F1 from + 0.444 to 0.370, with a paired interval of [−0.182, +0.000]. Ten documents cannot separate that + from chance. +- **No group is matched** in the agreement slice. The drafts contain few groups (9 in + `batch-03`), and no system reproduces one exactly. + +None of these numbers is a release result, and agreement is not accuracy. + +## Reproduce + +```bash +uv run triggermap train --gold annotations/pilot/pilot-2.jsonl annotations/batches/batch-01.jsonl annotations/batches/batch-02.jsonl --out artifacts/crf-batches-01-02 --model-id crf-batches-01-02 +uv run triggermap predict --model crf --model-dir artifacts/crf-batches-01-02 --sample annotations/pilot/pilot_manifest.json annotations/batches/batch-03.json annotations/batches/batch-06.json --out reports/agreement/predictions/crf-batches-01-02.jsonl +uv run triggermap evaluate annotations/batches/batch-03.jsonl reports/agreement/predictions/crf-batches-01-02.jsonl --add-gold annotations/batches/batch-06.jsonl --split dev --out reports/agreement/crf-batches-01-02_dev_agreement.md +uv run triggermap evaluate annotations/pilot/pilot-2.jsonl reports/agreement/predictions/crf-batches-01-02.jsonl --split dev --gold-origin manual --out reports/agreement/crf-batches-01-02_dev_manual.md +uv run triggermap compare annotations/batches/batch-03.jsonl reports/agreement/predictions/crf-pilot-2-batch-01.jsonl reports/agreement/predictions/crf-batches-01-02.jsonl --add-gold annotations/batches/batch-06.jsonl --split dev --out reports/agreement/compare_agreement_batch-02.md +``` + +`rules-2` uses `predict` without `--model`, and `crf-pilot-2-batch-01` uses the bundle trained in +[`reports/training-origin/`](../training-origin/README.md). diff --git a/reports/agreement/compare_agreement_batch-02.md b/reports/agreement/compare_agreement_batch-02.md new file mode 100644 index 0000000..c8b6e07 --- /dev/null +++ b/reports/agreement/compare_agreement_batch-02.md @@ -0,0 +1,25 @@ +# Agreement: adding batch-02 (crf-pilot-2-batch-01 -> crf-batches-01-02) + +- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; 172 documents) +- Baseline (A): `reports/agreement/predictions/crf-pilot-2-batch-01.jsonl` (crf-pilot-2-batch-01) +- Candidate (B): `reports/agreement/predictions/crf-batches-01-02.jsonl` (crf-batches-01-02) +- Bootstrap: 1000 paired resamples, project clusters, seed 0 +- Documents: 172 + +Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero. + +| Metric | A (crf-pilot-2-batch-01) | B (crf-batches-01-02) | B - A | 95% CI | Verdict | +|---|---:|---:|---:|:---:|---| +| Typed condition micro-F1 (span + category + role) | 0.128 | 0.145 | +0.017 | [-0.014, +0.047] | no clear difference | +| Exact span F1 | 0.174 | 0.221 | +0.047 | [+0.004, +0.086] | B clearly better | +| Exact span precision | 0.277 | 0.332 | +0.055 | [-0.026, +0.108] | no clear difference | +| Exact span recall | 0.127 | 0.166 | +0.039 | [+0.006, +0.069] | B clearly better | +| Role macro-F1 (roles with gold support) | 0.089 | 0.115 | +0.026 | [-0.001, +0.059] | no clear difference | +| Category macro-F1 | 0.122 | 0.137 | +0.015 | [-0.007, +0.035] | no clear difference | +| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference | +| Complete-document exact match, documents with conditions | 0.058 | 0.065 | +0.006 | [-0.015, +0.027] | no clear difference | +| Complete-document exact match, documents without conditions | 0.941 | 0.882 | -0.059 | [-0.160, +0.000] | no clear difference | +| False prerequisite rate (lower is better) | 0.416 | 0.353 | -0.062 | [-0.124, +0.036] | no clear difference | +| Reversed meaning rate (lower is better) | 0.090 | 0.074 | -0.016 | [-0.054, +0.014] | no clear difference | +| Category accuracy on exactly matched spans | 0.857 | 0.797 | -0.060 | [-0.138, -0.003] | B clearly worse | +| Role accuracy on exactly matched spans | 0.878 | 0.859 | -0.018 | [-0.071, +0.064] | no clear difference | diff --git a/reports/agreement/compare_agreement_rules.md b/reports/agreement/compare_agreement_rules.md new file mode 100644 index 0000000..906f1b6 --- /dev/null +++ b/reports/agreement/compare_agreement_rules.md @@ -0,0 +1,25 @@ +# Agreement: rules-2 -> crf-batches-01-02 + +- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; 172 documents) +- Baseline (A): `reports/agreement/predictions/rules-2.jsonl` (rules-2) +- Candidate (B): `reports/agreement/predictions/crf-batches-01-02.jsonl` (crf-batches-01-02) +- Bootstrap: 1000 paired resamples, project clusters, seed 0 +- Documents: 172 + +Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero. + +| Metric | A (rules-2) | B (crf-batches-01-02) | B - A | 95% CI | Verdict | +|---|---:|---:|---:|:---:|---| +| Typed condition micro-F1 (span + category + role) | 0.107 | 0.145 | +0.038 | [-0.012, +0.097] | no clear difference | +| Exact span F1 | 0.142 | 0.221 | +0.079 | [+0.028, +0.138] | B clearly better | +| Exact span precision | 0.272 | 0.332 | +0.060 | [-0.018, +0.171] | no clear difference | +| Exact span recall | 0.096 | 0.166 | +0.070 | [+0.030, +0.113] | B clearly better | +| Role macro-F1 (roles with gold support) | 0.116 | 0.115 | -0.002 | [-0.071, +0.126] | no clear difference | +| Category macro-F1 | 0.098 | 0.137 | +0.039 | [-0.002, +0.082] | no clear difference | +| Group exact-match F1 | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference | +| Complete-document exact match, documents with conditions | 0.019 | 0.065 | +0.045 | [+0.007, +0.084] | B clearly better | +| Complete-document exact match, documents without conditions | 0.941 | 0.882 | -0.059 | [-0.200, +0.000] | no clear difference | +| False prerequisite rate (lower is better) | 0.330 | 0.353 | +0.023 | [-0.091, +0.170] | no clear difference | +| Reversed meaning rate (lower is better) | 0.060 | 0.074 | +0.014 | [-0.047, +0.067] | no clear difference | +| Category accuracy on exactly matched spans | 0.865 | 0.797 | -0.068 | [-0.199, +0.083] | no clear difference | +| Role accuracy on exactly matched spans | 0.892 | 0.859 | -0.033 | [-0.113, +0.092] | no clear difference | diff --git a/reports/agreement/compare_manual_batch-02.md b/reports/agreement/compare_manual_batch-02.md new file mode 100644 index 0000000..3b34b61 --- /dev/null +++ b/reports/agreement/compare_manual_batch-02.md @@ -0,0 +1,25 @@ +# Hand-labelled dev: adding batch-02 + +- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents) +- Baseline (A): `reports/agreement/predictions/crf-pilot-2-batch-01.jsonl` (crf-pilot-2-batch-01) +- Candidate (B): `reports/agreement/predictions/crf-batches-01-02.jsonl` (crf-batches-01-02) +- Bootstrap: 1000 paired resamples, project clusters, seed 0 +- Documents: 10 + +Differences are B minus A with 95% paired bootstrap intervals. *Clear* means the whole interval lies on one side of zero. + +| Metric | A (crf-pilot-2-batch-01) | B (crf-batches-01-02) | B - A | 95% CI | Verdict | +|---|---:|---:|---:|:---:|---| +| Typed condition micro-F1 (span + category + role) | 0.444 | 0.370 | -0.074 | [-0.182, +0.000] | no clear difference | +| Exact span F1 | 0.444 | 0.370 | -0.074 | [-0.182, +0.000] | no clear difference | +| Exact span precision | 0.600 | 0.500 | -0.100 | [-0.500, +0.027] | no clear difference | +| Exact span recall | 0.353 | 0.294 | -0.059 | [-0.200, +0.000] | no clear difference | +| Role macro-F1 (roles with gold support) | 0.231 | 0.200 | -0.031 | [-0.122, +0.000] | no clear difference | +| Category macro-F1 | 0.267 | 0.237 | -0.030 | [-0.133, +0.000] | no clear difference | +| Group exact-match F1 | 0.500 | 0.500 | +0.000 | [+0.000, +0.000] | no clear difference | +| Complete-document exact match, documents with conditions | 0.222 | 0.222 | +0.000 | [+0.000, +0.000] | no clear difference | +| Complete-document exact match, documents without conditions | 1.000 | 1.000 | +0.000 | [+0.000, +0.000] | no clear difference | +| False prerequisite rate (lower is better) | 0.300 | 0.333 | +0.033 | [-0.050, +0.500] | no clear difference | +| Reversed meaning rate (lower is better) | 0.000 | 0.000 | +0.000 | [+0.000, +0.000] | no clear difference | +| Category accuracy on exactly matched spans | 1.000 | 1.000 | +0.000 | [-1.000, +0.000] | no clear difference | +| Role accuracy on exactly matched spans | 1.000 | 1.000 | +0.000 | [-1.000, +0.000] | no clear difference | diff --git a/reports/agreement/crf-batches-01-02_dev_agreement.md b/reports/agreement/crf-batches-01-02_dev_agreement.md new file mode 100644 index 0000000..414ff42 --- /dev/null +++ b/reports/agreement/crf-batches-01-02_dev_agreement.md @@ -0,0 +1,57 @@ +# Agreement with model drafts: crf-batches-01-02 + +- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; 172 documents) +- Predictions: `reports/agreement/predictions/crf-batches-01-02.jsonl` (crf-batches-01-02) +- Bootstrap: 1000 resamples, project clusters, seed 0 +- Documents: 172 (155 with gold conditions, 17 without) + +## Headline metrics (95% bootstrap intervals) + +| Metric | Estimate | 95% CI | +|---|---:|:---:| +| Typed condition micro-F1 (span + category + role) | 0.145 | [0.105, 0.185] | +| Exact span F1 | 0.221 | [0.171, 0.268] | +| Exact span precision | 0.332 | [0.273, 0.400] | +| Exact span recall | 0.166 | [0.122, 0.216] | +| Role macro-F1 (roles with gold support) | 0.115 | [0.065, 0.160] | +| Category macro-F1 | 0.137 | [0.094, 0.174] | +| Group exact-match F1 | 0.000 | [0.000, 0.000] | +| Complete-document exact match, documents with conditions | 0.065 | [0.030, 0.104] | +| Complete-document exact match, documents without conditions | 0.882 | [0.714, 1.000] | +| False prerequisite rate (lower is better) | 0.353 | [0.260, 0.416] | +| Reversed meaning rate (lower is better) | 0.074 | [0.029, 0.131] | +| Category accuracy on exactly matched spans | 0.797 | [0.667, 0.880] | +| Role accuracy on exactly matched spans | 0.859 | [0.758, 0.976] | + +## Per-role results (exact span + role) + +| Label | Precision | Recall | F1 | Gold support | +|---|---:|---:|---:|---:| +| REQUIRED | 0.305 | 0.158 | 0.208 | 323 | +| EXCEPTION | 0.000 | 0.000 | 0.000 | 17 | +| NOT_REQUIRED | 0.286 | 0.222 | 0.250 | 18 | +| UNCERTAIN | 0.000 | 0.000 | 0.000 | 28 | + +## Per-category results (exact span + category) + +| Label | Precision | Recall | F1 | Gold support | +|---|---:|---:|---:|---:| +| CONFIGURATION | 0.095 | 0.056 | 0.070 | 36 | +| USAGE | 0.189 | 0.097 | 0.128 | 186 | +| ACCESS | 0.405 | 0.224 | 0.288 | 134 | +| PLATFORM | 0.333 | 0.033 | 0.061 | 30 | + +## Precision versus coverage + +| Coverage | Confidence ≥ | Typed precision | Retained recall | +|---:|---:|---:|---:| +| 10% | 0.834 | 0.316 | 0.016 | +| 20% | 0.736 | 0.385 | 0.039 | +| 30% | 0.670 | 0.431 | 0.065 | +| 40% | 0.591 | 0.351 | 0.070 | +| 50% | 0.505 | 0.323 | 0.080 | +| 60% | 0.464 | 0.276 | 0.083 | +| 70% | 0.421 | 0.267 | 0.093 | +| 80% | 0.385 | 0.253 | 0.101 | +| 90% | 0.333 | 0.236 | 0.106 | +| 100% | 0.186 | 0.218 | 0.109 | diff --git a/reports/agreement/crf-batches-01-02_dev_manual.md b/reports/agreement/crf-batches-01-02_dev_manual.md new file mode 100644 index 0000000..ffe2b92 --- /dev/null +++ b/reports/agreement/crf-batches-01-02_dev_manual.md @@ -0,0 +1,57 @@ +# Hand-labelled dev: crf-batches-01-02 + +- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents) +- Predictions: `reports/agreement/predictions/crf-batches-01-02.jsonl` (crf-batches-01-02) +- Bootstrap: 1000 resamples, project clusters, seed 0 +- Documents: 10 (9 with gold conditions, 1 without) + +## Headline metrics (95% bootstrap intervals) + +| Metric | Estimate | 95% CI | +|---|---:|:---:| +| Typed condition micro-F1 (span + category + role) | 0.370 | [0.000, 0.640] | +| Exact span F1 | 0.370 | [0.000, 0.640] | +| Exact span precision | 0.500 | [0.000, 0.818] | +| Exact span recall | 0.294 | [0.000, 0.571] | +| Role macro-F1 (roles with gold support) | 0.200 | [0.000, 0.600] | +| Category macro-F1 | 0.237 | [0.000, 0.524] | +| Group exact-match F1 | 0.500 | [0.000, 1.000] | +| Complete-document exact match, documents with conditions | 0.222 | [0.000, 0.455] | +| Complete-document exact match, documents without conditions | 1.000 | [0.000, 1.000] | +| False prerequisite rate (lower is better) | 0.333 | [0.000, 1.000] | +| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] | +| Category accuracy on exactly matched spans | 1.000 | [0.000, 1.000] | +| Role accuracy on exactly matched spans | 1.000 | [0.000, 1.000] | + +## Per-role results (exact span + role) + +| Label | Precision | Recall | F1 | Gold support | +|---|---:|---:|---:|---:| +| REQUIRED | 0.556 | 0.312 | 0.400 | 16 | +| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 | +| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 | +| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 | + +## Per-category results (exact span + category) + +| Label | Precision | Recall | F1 | Gold support | +|---|---:|---:|---:|---:| +| CONFIGURATION | 0.000 | 0.000 | 0.000 | 1 | +| USAGE | 0.429 | 0.333 | 0.375 | 9 | +| ACCESS | 1.000 | 0.400 | 0.571 | 5 | +| PLATFORM | 0.000 | 0.000 | 0.000 | 2 | + +## Precision versus coverage + +| Coverage | Confidence ≥ | Typed precision | Retained recall | +|---:|---:|---:|---:| +| 10% | 0.905 | 0.000 | 0.000 | +| 20% | 0.871 | 0.500 | 0.059 | +| 30% | 0.815 | 0.667 | 0.118 | +| 40% | 0.791 | 0.750 | 0.176 | +| 50% | 0.755 | 0.800 | 0.235 | +| 60% | 0.666 | 0.667 | 0.235 | +| 70% | 0.644 | 0.571 | 0.235 | +| 80% | 0.589 | 0.500 | 0.235 | +| 90% | 0.441 | 0.444 | 0.235 | +| 100% | 0.393 | 0.500 | 0.294 | diff --git a/reports/agreement/crf-pilot-2-batch-01_dev_agreement.md b/reports/agreement/crf-pilot-2-batch-01_dev_agreement.md new file mode 100644 index 0000000..e5bc24e --- /dev/null +++ b/reports/agreement/crf-pilot-2-batch-01_dev_agreement.md @@ -0,0 +1,57 @@ +# Agreement with model drafts: crf-pilot-2-batch-01 + +- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; 172 documents) +- Predictions: `reports/agreement/predictions/crf-pilot-2-batch-01.jsonl` (crf-pilot-2-batch-01) +- Bootstrap: 1000 resamples, project clusters, seed 0 +- Documents: 172 (155 with gold conditions, 17 without) + +## Headline metrics (95% bootstrap intervals) + +| Metric | Estimate | 95% CI | +|---|---:|:---:| +| Typed condition micro-F1 (span + category + role) | 0.128 | [0.095, 0.168] | +| Exact span F1 | 0.174 | [0.134, 0.215] | +| Exact span precision | 0.277 | [0.215, 0.372] | +| Exact span recall | 0.127 | [0.090, 0.162] | +| Role macro-F1 (roles with gold support) | 0.089 | [0.041, 0.136] | +| Category macro-F1 | 0.122 | [0.082, 0.161] | +| Group exact-match F1 | 0.000 | [0.000, 0.000] | +| Complete-document exact match, documents with conditions | 0.058 | [0.025, 0.097] | +| Complete-document exact match, documents without conditions | 0.941 | [0.800, 1.000] | +| False prerequisite rate (lower is better) | 0.416 | [0.294, 0.493] | +| Reversed meaning rate (lower is better) | 0.090 | [0.035, 0.154] | +| Category accuracy on exactly matched spans | 0.857 | [0.744, 0.944] | +| Role accuracy on exactly matched spans | 0.878 | [0.776, 0.978] | + +## Per-role results (exact span + role) + +| Label | Precision | Recall | F1 | Gold support | +|---|---:|---:|---:|---:| +| REQUIRED | 0.260 | 0.124 | 0.168 | 323 | +| EXCEPTION | 0.000 | 0.000 | 0.000 | 17 | +| NOT_REQUIRED | 0.214 | 0.167 | 0.188 | 18 | +| UNCERTAIN | 0.000 | 0.000 | 0.000 | 28 | + +## Per-category results (exact span + category) + +| Label | Precision | Recall | F1 | Gold support | +|---|---:|---:|---:|---:| +| CONFIGURATION | 0.125 | 0.056 | 0.077 | 36 | +| USAGE | 0.167 | 0.086 | 0.113 | 186 | +| ACCESS | 0.365 | 0.172 | 0.234 | 134 | +| PLATFORM | 0.500 | 0.033 | 0.062 | 30 | + +## Precision versus coverage + +| Coverage | Confidence ≥ | Typed precision | Retained recall | +|---:|---:|---:|---:| +| 10% | 0.780 | 0.556 | 0.026 | +| 20% | 0.733 | 0.371 | 0.034 | +| 30% | 0.641 | 0.340 | 0.047 | +| 40% | 0.580 | 0.324 | 0.060 | +| 50% | 0.529 | 0.295 | 0.067 | +| 60% | 0.484 | 0.264 | 0.073 | +| 70% | 0.450 | 0.242 | 0.078 | +| 80% | 0.384 | 0.218 | 0.080 | +| 90% | 0.331 | 0.214 | 0.088 | +| 100% | 0.206 | 0.203 | 0.093 | diff --git a/reports/agreement/crf-pilot-2-batch-01_dev_manual.md b/reports/agreement/crf-pilot-2-batch-01_dev_manual.md new file mode 100644 index 0000000..be1b62f --- /dev/null +++ b/reports/agreement/crf-pilot-2-batch-01_dev_manual.md @@ -0,0 +1,57 @@ +# Hand-labelled dev: crf-pilot-2-batch-01 + +- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents) +- Predictions: `reports/agreement/predictions/crf-pilot-2-batch-01.jsonl` (crf-pilot-2-batch-01) +- Bootstrap: 1000 resamples, project clusters, seed 0 +- Documents: 10 (9 with gold conditions, 1 without) + +## Headline metrics (95% bootstrap intervals) + +| Metric | Estimate | 95% CI | +|---|---:|:---:| +| Typed condition micro-F1 (span + category + role) | 0.444 | [0.133, 0.667] | +| Exact span F1 | 0.444 | [0.133, 0.667] | +| Exact span precision | 0.600 | [0.250, 1.000] | +| Exact span recall | 0.353 | [0.077, 0.611] | +| Role macro-F1 (roles with gold support) | 0.231 | [0.083, 0.619] | +| Category macro-F1 | 0.267 | [0.100, 0.556] | +| Group exact-match F1 | 0.500 | [0.000, 1.000] | +| Complete-document exact match, documents with conditions | 0.222 | [0.000, 0.455] | +| Complete-document exact match, documents without conditions | 1.000 | [0.000, 1.000] | +| False prerequisite rate (lower is better) | 0.300 | [0.000, 0.750] | +| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] | +| Category accuracy on exactly matched spans | 1.000 | [1.000, 1.000] | +| Role accuracy on exactly matched spans | 1.000 | [1.000, 1.000] | + +## Per-role results (exact span + role) + +| Label | Precision | Recall | F1 | Gold support | +|---|---:|---:|---:|---:| +| REQUIRED | 0.600 | 0.375 | 0.462 | 16 | +| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 | +| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 | +| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 | + +## Per-category results (exact span + category) + +| Label | Precision | Recall | F1 | Gold support | +|---|---:|---:|---:|---:| +| CONFIGURATION | 0.000 | 0.000 | 0.000 | 1 | +| USAGE | 0.500 | 0.333 | 0.400 | 9 | +| ACCESS | 0.750 | 0.600 | 0.667 | 5 | +| PLATFORM | 0.000 | 0.000 | 0.000 | 2 | + +## Precision versus coverage + +| Coverage | Confidence ≥ | Typed precision | Retained recall | +|---:|---:|---:|---:| +| 10% | 0.930 | 0.000 | 0.000 | +| 20% | 0.836 | 0.000 | 0.000 | +| 30% | 0.833 | 0.333 | 0.059 | +| 40% | 0.735 | 0.500 | 0.118 | +| 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+{"advisory_id":"GHSA-pwv6-vv43-88gr","content_hash":"042b8ebfd5b9f81a14904e79ecb0489c2824407eb20b5cda101f9e2769ada955","preprocessing_version":"1","model_id":"rules-2","document_status":"NO_EXPLICIT_CONDITION","conditions":[],"groups":[],"review_flags":[]} +{"advisory_id":"GHSA-2hwx-mjrm-v3g8","content_hash":"513780c9afa71541645090cad0233f883ece8ac31016dc117d729d140be2549c","preprocessing_version":"1","model_id":"rules-2","document_status":"NO_EXPLICIT_CONDITION","conditions":[],"groups":[],"review_flags":[]} diff --git a/reports/agreement/rules-2_dev_agreement.md b/reports/agreement/rules-2_dev_agreement.md new file mode 100644 index 0000000..fb88d1b --- /dev/null +++ b/reports/agreement/rules-2_dev_agreement.md @@ -0,0 +1,57 @@ +# Agreement with model drafts: rules-2 + +- Gold: `annotations/batches/batch-03.jsonl`, `annotations/batches/batch-06.jsonl` (dev split of `splits/pool-v1.json`; origin: all; 172 documents) +- Predictions: `reports/agreement/predictions/rules-2.jsonl` (rules-2) +- Bootstrap: 1000 resamples, project clusters, seed 0 +- Documents: 172 (155 with gold conditions, 17 without) + +## Headline metrics (95% bootstrap intervals) + +| Metric | Estimate | 95% CI | +|---|---:|:---:| +| Typed condition micro-F1 (span + category + role) | 0.107 | [0.058, 0.154] | +| Exact span F1 | 0.142 | [0.085, 0.195] | +| Exact span precision | 0.272 | [0.182, 0.340] | +| Exact span recall | 0.096 | [0.055, 0.141] | +| Role macro-F1 (roles with gold support) | 0.116 | [0.023, 0.161] | +| Category macro-F1 | 0.098 | [0.052, 0.133] | +| Group exact-match F1 | 0.000 | [0.000, 0.000] | +| Complete-document exact match, documents with conditions | 0.019 | [0.000, 0.040] | +| Complete-document exact match, documents without conditions | 0.941 | [0.840, 1.000] | +| False prerequisite rate (lower is better) | 0.330 | [0.165, 0.467] | +| Reversed meaning rate (lower is better) | 0.060 | [0.011, 0.132] | +| Category accuracy on exactly matched spans | 0.865 | [0.704, 0.966] | +| Role accuracy on exactly matched spans | 0.892 | [0.760, 1.000] | + +## Per-role results (exact span + role) + +| Label | Precision | Recall | F1 | Gold support | +|---|---:|---:|---:|---:| +| REQUIRED | 0.252 | 0.090 | 0.132 | 323 | +| EXCEPTION | 0.571 | 0.235 | 0.333 | 17 | +| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 18 | +| UNCERTAIN | 0.000 | 0.000 | 0.000 | 28 | + +## Per-category results (exact span + category) + +| Label | Precision | Recall | F1 | Gold support | +|---|---:|---:|---:|---:| +| CONFIGURATION | 0.147 | 0.139 | 0.143 | 36 | +| USAGE | 0.333 | 0.102 | 0.156 | 186 | +| ACCESS | 0.190 | 0.060 | 0.091 | 134 | +| PLATFORM | 0.000 | 0.000 | 0.000 | 30 | + +## Precision versus coverage + +| Coverage | Confidence ≥ | Typed precision | Retained recall | +|---:|---:|---:|---:| +| 10% | 0.750 | 0.286 | 0.010 | +| 20% | 0.750 | 0.333 | 0.023 | +| 30% | 0.600 | 0.293 | 0.031 | +| 40% | 0.600 | 0.296 | 0.041 | +| 50% | 0.550 | 0.265 | 0.047 | +| 60% | 0.550 | 0.232 | 0.049 | +| 70% | 0.550 | 0.232 | 0.057 | +| 80% | 0.550 | 0.239 | 0.067 | +| 90% | 0.350 | 0.230 | 0.073 | +| 100% | 0.350 | 0.206 | 0.073 | diff --git a/reports/agreement/rules-2_dev_manual.md b/reports/agreement/rules-2_dev_manual.md new file mode 100644 index 0000000..3d64493 --- /dev/null +++ b/reports/agreement/rules-2_dev_manual.md @@ -0,0 +1,57 @@ +# Hand-labelled dev: rules-2 + +- Gold: `annotations/pilot/pilot-2.jsonl` (dev split of `splits/pool-v1.json`; origin: manual; 10 documents) +- Predictions: `reports/agreement/predictions/rules-2.jsonl` (rules-2) +- Bootstrap: 1000 resamples, project clusters, seed 0 +- Documents: 10 (9 with gold conditions, 1 without) + +## Headline metrics (95% bootstrap intervals) + +| Metric | Estimate | 95% CI | +|---|---:|:---:| +| Typed condition micro-F1 (span + category + role) | 0.095 | [0.000, 0.333] | +| Exact span F1 | 0.095 | [0.000, 0.333] | +| Exact span precision | 0.250 | [0.000, 1.000] | +| Exact span recall | 0.059 | [0.000, 0.231] | +| Role macro-F1 (roles with gold support) | 0.050 | [0.000, 0.261] | +| Category macro-F1 | 0.071 | [0.000, 0.250] | +| Group exact-match F1 | 0.000 | [0.000, 0.000] | +| Complete-document exact match, documents with conditions | 0.111 | [0.000, 0.375] | +| Complete-document exact match, documents without conditions | 1.000 | [0.000, 1.000] | +| False prerequisite rate (lower is better) | 0.750 | [0.000, 1.000] | +| Reversed meaning rate (lower is better) | 0.000 | [0.000, 0.000] | +| Category accuracy on exactly matched spans | 1.000 | [0.000, 1.000] | +| Role accuracy on exactly matched spans | 1.000 | [0.000, 1.000] | + +## Per-role results (exact span + role) + +| Label | Precision | Recall | F1 | Gold support | +|---|---:|---:|---:|---:| +| REQUIRED | 0.250 | 0.062 | 0.100 | 16 | +| EXCEPTION | 0.000 | 0.000 | 0.000 | 0 | +| NOT_REQUIRED | 0.000 | 0.000 | 0.000 | 0 | +| UNCERTAIN | 0.000 | 0.000 | 0.000 | 1 | + +## Per-category results (exact span + category) + +| Label | Precision | Recall | F1 | Gold support | +|---|---:|---:|---:|---:| +| CONFIGURATION | 0.000 | 0.000 | 0.000 | 1 | +| USAGE | 0.000 | 0.000 | 0.000 | 9 | +| ACCESS | 0.500 | 0.200 | 0.286 | 5 | +| PLATFORM | 0.000 | 0.000 | 0.000 | 2 | + +## Precision versus coverage + +| Coverage | Confidence ≥ | Typed precision | Retained recall | +|---:|---:|---:|---:| +| 25% | 0.600 | 1.000 | 0.059 | +| 25% | 0.600 | 1.000 | 0.059 | +| 25% | 0.600 | 1.000 | 0.059 | +| 50% | 0.550 | 0.500 | 0.059 | +| 50% | 0.550 | 0.500 | 0.059 | +| 50% | 0.550 | 0.500 | 0.059 | +| 75% | 0.550 | 0.333 | 0.059 | +| 75% | 0.550 | 0.333 | 0.059 | +| 100% | 0.550 | 0.250 | 0.059 | +| 100% | 0.550 | 0.250 | 0.059 | diff --git a/src/triggermap/cli.py b/src/triggermap/cli.py index ccc80b5..78c9ae7 100644 --- a/src/triggermap/cli.py +++ b/src/triggermap/cli.py @@ -244,14 +244,17 @@ def _of_origin(gold: Mapping[str, Any], origin: str) -> dict[str, Any]: def _scored_gold(args: argparse.Namespace, model_ids: Sequence[str]) -> dict[str, Any]: """Gold records of the requested split and origin; the test split needs a declared reason.""" from triggermap.corpus.splits import load_split, select - from triggermap.eval.runner import load_gold + from triggermap.eval.runner import load_gold_files if args.split == "test" and not args.release_evaluation: raise SystemExit( "the test split is locked: pass --release-evaluation '' for a declared " "release evaluation (it is logged in docs/test-access-log.md)" ) - gold = load_gold(args.gold) + try: + gold = load_gold_files(_gold_paths(args)) + except ValueError as exc: + raise SystemExit(str(exc)) from exc kept = set(select(sorted(gold), load_split(args.split_manifest), args.split)) gold = {aid: record for aid, record in gold.items() if aid in kept} gold = _of_origin(gold, args.gold_origin) @@ -273,7 +276,7 @@ def _clusters(args: argparse.Namespace) -> dict[str, str] | None: def _gold_context(args: argparse.Namespace, gold: Mapping[str, Any]) -> str: return ( - f"`{args.gold}` ({args.split} split of `{args.split_manifest}`; " + f"{_gold_names(args)} ({args.split} split of `{args.split_manifest}`; " f"origin: {args.gold_origin}; {len(gold)} documents)" ) @@ -845,9 +848,15 @@ def _predict(args: argparse.Namespace) -> int: from triggermap.text.preprocessing import compose_raw, preprocess corpus = {d.advisory_id: d for d in load_corpus(args.processed / CORPUS_FILE)} - if args.sample is not None: - items = json.loads(args.sample.read_text(encoding="utf-8"))["items"] - ids = [i["advisory_id"] for i in items if args.use in ("all", i["intended_use"])] + if args.sample: + items = [ + item + for sample in args.sample + for item in json.loads(sample.read_text(encoding="utf-8"))["items"] + ] + ids = list( + dict.fromkeys(i["advisory_id"] for i in items if args.use in ("all", i["intended_use"])) + ) else: ids = sorted(corpus) try: @@ -924,10 +933,25 @@ def _log_test_access(args: argparse.Namespace, model_ids: list[str]) -> None: stamp = datetime.now(UTC).strftime("%Y-%m-%d %H:%M") reason = args.release_evaluation.replace("|", "/") with TEST_ACCESS_LOG.open("a", encoding="utf-8") as fh: - fh.write(f"| {stamp} | {', '.join(model_ids)} | `{args.gold}` | {reason} |\n") + fh.write(f"| {stamp} | {', '.join(model_ids)} | {_gold_names(args)} | {reason} |\n") + + +def _gold_paths(args: argparse.Namespace) -> list[Path]: + return [args.gold, *(getattr(args, "add_gold", None) or [])] + + +def _gold_names(args: argparse.Namespace) -> str: + return ", ".join(f"`{path}`" for path in _gold_paths(args)) def _scoring_arguments(parser: argparse.ArgumentParser) -> None: + parser.add_argument( + "--add-gold", + type=Path, + nargs="+", + metavar="GOLD", + help="further gold JSONL files scored together with GOLD (a repeated id is an error)", + ) parser.add_argument("--clusters", choices=["document", "project"], default="project") parser.add_argument("--processed", type=Path, default=DEFAULT_PROCESSED) parser.add_argument("--samples", type=int, default=1000) @@ -1051,7 +1075,9 @@ def build_parser() -> argparse.ArgumentParser: predict.add_argument("--model", choices=MODEL_KINDS, default="rules") predict.add_argument("--model-dir", type=Path, help="trained bundle (crf, transformer)") predict.add_argument("--processed", type=Path, default=DEFAULT_PROCESSED) - predict.add_argument("--sample", type=Path, help="sample manifest; default: whole corpus") + predict.add_argument( + "--sample", type=Path, nargs="+", help="sample manifest(s); default: whole corpus" + ) predict.add_argument( "--use", choices=["all", "training", "evaluation_candidate"], default="all" ) diff --git a/tests/test_eval.py b/tests/test_eval.py index 9b8752a..ffd7485 100644 --- a/tests/test_eval.py +++ b/tests/test_eval.py @@ -247,3 +247,25 @@ def test_comparison_verdicts_respect_metric_direction() -> None: "B clearly better |" ) assert lines["| False prerequisite rate (lower is better)"].endswith("B clearly worse |") + + +def test_gold_split_across_files(scored, tmp_path: Path, monkeypatch) -> None: # type: ignore[no-untyped-def] + """--add-gold scores several gold files as one set; a repeated id is refused.""" + from tests.factories import write_split_manifest + + gold_docs, predictions = scored + docs = list(gold_docs.values()) + first, second, pred_path = (tmp_path / n for n in ("g1.jsonl", "g2.jsonl", "p.jsonl")) + first.write_text(docs[0].model_dump_json() + "\n") + second.write_text("".join(g.model_dump_json() + "\n" for g in docs[1:])) + pred_path.write_text("".join(p.model_dump_json() + "\n" for p in predictions.values())) + split = write_split_manifest(tmp_path / "split.json", {GA: "dev", GB: "dev", GC: "dev"}) + monkeypatch.chdir(tmp_path) + base = ["evaluate", str(first), str(pred_path), "--split-manifest", str(split)] + base += ["--clusters", "document", "--samples", "20", "--out", "e.md"] + assert main([*base, "--add-gold", str(second)]) == 0 + report = (tmp_path / "e.md").read_text() + assert f"- Documents: {len(docs)}" in report + assert f"`{first}`, `{second}`" in report + with pytest.raises(SystemExit, match="more than one gold file"): + main([*base, "--add-gold", str(first)]) diff --git a/tests/test_rules.py b/tests/test_rules.py index c062ecd..cbdc418 100644 --- a/tests/test_rules.py +++ b/tests/test_rules.py @@ -1,3 +1,4 @@ +import json from typing import Any import pytest @@ -161,6 +162,27 @@ def test_predict_cli_writes_valid_jsonl(tmp_path: Any, monkeypatch: pytest.Monke assert compose_raw(docs[0].summary, docs[0].details) # same composition as ingestion +def test_predict_cli_reads_several_samples(tmp_path: Any) -> None: + from tests.factories import make_doc + + processed = tmp_path / "processed" + processed.mkdir() + ids = ["GHSA-2222-2222-2222", "GHSA-3333-3333-3333", "GHSA-4444-4444-4444"] + docs = [make_doc(aid, "Only affects deployments using the legacy API.") for aid in ids] + (processed / "advisories.jsonl").write_text("".join(d.model_dump_json() + "\n" for d in docs)) + samples = [] + for name, chosen in (("a", ids[:2]), ("b", ids[1:])): + path = tmp_path / f"{name}.json" + items = [{"advisory_id": aid, "intended_use": "evaluation_candidate"} for aid in chosen] + path.write_text(json.dumps({"items": items})) + samples.append(str(path)) + out = tmp_path / "preds.jsonl" + args = ["predict", "--processed", str(processed), "--sample", *samples, "--out", str(out)] + assert main(args) == 0 + lines = [Extraction.model_validate_json(line) for line in out.read_text().splitlines()] + assert [e.advisory_id for e in lines] == ids # union, each document once + + @pytest.mark.parametrize( "lead, items, expected", [