Fix collection paragraph pollution in unscoped search; expand eval harness by ARMINSHIVES · Pull Request #13 · tetherless-world/POEM

ARMINSHIVES · 2026-05-28T18:30:45Z

Summary

Pipeline fix — Rewrote the collection emitter in
generate_text_templates.py so
each collection becomes a single rich paragraph (member count, family
breakdown, informant + language coverage) instead of ~100 near-empty
(collection, member) stubs. Collection paragraphs in
templates_official.txt dropped from 314 → 9. .ttl files were
intentionally not touched — all enrichment lives in the template layer so
RML mappings and the demo UI are unaffected.
Eval harness — Expanded
evaluate_search.py from 12 → 50
queries covering every materialized ontology dimension: all 6 RCADS
subscales, all 5 MTT therapeutic-alliance subscales (previously
untested), composite scales, notation-field probes, and dedicated
collection queries.
Model test runner — New
model_test.ps1 auto-discovers available
models via GET /v1/models on the embedding server instead of a
hardcoded list, then runs regenerate → scoped eval → unscoped eval →
summarize for each model and appends to model_comparison.txt.
Regenerated all embeddings under embeddings/{collections,instruments,scales}/
against the new templates.

Results (qwen3-embedding, dim 4096)

Scoped mode: 100% / 100% / 100% (instruments / scales / collections) —
unchanged; this is the production-ready headline.

Unscoped mode (the metric the fix targets):

Metric	Pre-fix	Post-fix	Δ
Instruments match%	59.0%	62.5%	+3.5 pts
Scales match%	46.7%	47.7%	+1.0 pt
Collections match%	92.0%	80.0%	−12.0 pts*
Collection share of avg top-5	27.1%	24.1%	−3.0 pts
Instrument share of avg top-5	47.4%	49.9%	+2.5 pts

*The collection match% drop is the intended side effect of consolidating
~300 stubs into 3 real paragraphs — some collection queries now
legitimately surface their member instruments as best matches instead of
winning by flooding top-5.

Out of scope / next iteration

Scales only moved +1 pt because scale-vs-instrument confusion is structural
(item-stem text appears in both kinds of paragraph), not collection
pollution. Addressing it would need scale-specific vocabulary boosting or
entity-type re-ranking.

Test plan

pwsh embeddings/model_test.ps1 against
idea-llm-01:11435/v1 with qwen3-embedding loaded → reproduces
100/100/100 scoped and the unscoped numbers in the table above
Confirm embeddings/templates_official.txt shows 9 collection
paragraphs (was 314)
Spot-check an unscoped query like "RCADS caregiver questionnaire
collection" surfaces the rich collection paragraph, not stubs

- evaluate_search.py: section-scoped query evaluation with deduplication, match% metrics, and per-model comparison output - model_test.ps1: runs all 3 models through generate + scoped + unscoped evaluation and collects summaries into model_comparison.txt - search_similarity.py: add extract_entity_name(), --section flag, and filter_sections param to load_embeddings() - generate_embeddings.py: new NNNN_entity-slug.npy naming scheme - fix: correct embedding server to idea-llm-01:11435 with qwen3-embedding

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ARMINSHIVES added 4 commits May 21, 2026 10:30

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Fix collection paragraph pollution in unscoped search; expand eval harness#13

Fix collection paragraph pollution in unscoped search; expand eval harness#13
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ARMINSHIVES commented May 28, 2026

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