cmboulanger/zotero-rag-gold

zotero-rag gold evaluation corpus

Source documents, a prebuilt vector index and published results for the rag-quality-eval skill of zotero-rag. The corpus is the public Zotero group test-rag-plugin (about reference management software).

Contents

Path	What
sources/	the group's open-access PDFs (<attachmentKey>.pdf) and manifest.json (item metadata)
snapshots/<embedding-model>/	latest.jsonl.gz: chunks, vectors and index metadata exported with bin/library_snapshot.py; latest.json: how it was built (Kreuzberg extractor; another extractor's snapshot is in a subfolder named after it, e.g. docling/)
reports/	one folder per published eval run, plus index.json
evaluations/	one-off studies (data, scripts and a README with the findings), one folder each

License and attribution

The PDFs are open-access publications licensed CC BY 4.0; copyright remains with their authors. sources/manifest.json lists title, authors, year and the Zotero item of each. The snapshot contains the documents' text as chunks and is therefore distributed under the same license. Gold questions live in the code repository (skills/rag-quality-eval/gold/).

Use

uv run python skills/rag-quality-eval/scripts/gold_env.py up restores the index from cmboulanger/zotero-rag-gold into a local backend; see skills/rag-quality-eval/SKILL.md.

Sources

39 PDFs, fingerprint 7e0996940ed8.

Index snapshots

Embedding model	Chunks	Extractor	Preset	Code commit	Built
multilingual-e5-large-instruct (1024-dim)	12019	kreuzberg	remote-kisski	2f7b574	2026-10-12

Evaluations

Study	Folder
Extractor comparison: Docling vs Kreuzberg (2026-10-14)	evaluations/extractor-comparison-20261014/

Results

Latest run: 20261013T054355Z (report); every run is kept under reports/<run>/.

Composite is the mean over runs (0-1); recall is fact recall; judge is the 0-5 judged overall.

Run	Gold	Commit	Preset / model	Runs	Composite	Recall en	Recall non-en	Judge	Lost retr.	Lost gen.
20261014-extractor-cmp-kfresh	v3	42f7ccc	remote-kisski / gemma-4-31b-it	33	0.84	0.69	0.44	3.24	34	8
20261014-extractor-cmp-kfresh	v3	42f7ccc	remote-kisski / qwen3-30b-a3b-instruct-2507	33	0.81	0.62	0.46	3.18	34	7
20261014-extractor-cmp-docling	v3	42f7ccc	kisski-docling / gemma-4-31b-it	33	0.81	0.43	0.78	2.97	38	5
20261014-extractor-cmp-docling	v3	42f7ccc	kisski-docling / qwen3-30b-a3b-instruct-2507	33	0.80	0.50	0.69	3.06	35	5
20261014-chunk1600-kreuzberg	v3	aa3f320	rk-c1600 / gemma-4-31b-it	33	0.85	0.63	0.66	3.39	18	15
20261014-chunk1600-kreuzberg	v3	aa3f320	rk-c1600 / qwen3-30b-a3b-instruct-2507	33	0.79	0.53	0.61	3.36	17	24
20261014-chunk1600-docling	v3	aa3f320	kd-c1600 / gemma-4-31b-it	33	0.82	0.60	0.59	3.18	32	7
20261014-chunk1600-docling	v3	aa3f320	kd-c1600 / qwen3-30b-a3b-instruct-2507	33	0.78	0.60	0.48	2.94	27	20
20261013T054355Z	v3	ea45593	remote-kisski / gemma-4-31b-it	16	0.84	0.51	0.57	2.93	19	0
20261013T054355Z	v3	ea45593	remote-kisski / qwen3-30b-a3b-instruct-2507	16	0.78	0.49	0.33	2.57	19	0
20261012T155733Z	v2	969f1b8	remote-kisski / gemma-4-31b-it	10	0.79	0.58	0.52	2.90	11	0
20261012T155733Z	v2	969f1b8	remote-kisski / qwen3-30b-a3b-instruct-2507	10	0.73	0.47	0.49	2.60	11	5
20261012T155312Z	v2	969f1b8	remote-kisski / gemma-4-31b-it	10	0.77	0.37	0.52	2.30	15	0
20261012T155312Z	v2	969f1b8	remote-kisski / qwen3-30b-a3b-instruct-2507	10	0.67	0.35	0.44	2.30	14	2
20261012T131708Z	v2	969f1b8	remote-kisski / gemma-4-31b-it	10	0.73	0.28	0.46	1.90	17	0
20261012T131708Z	v2	969f1b8	remote-kisski / qwen3-30b-a3b-instruct-2507	10	0.67	0.26	0.44	2.10	19	1