People's Open Bible — Phase 8 (LXX Deuterocanon) Corpus Health
Generated: 2026-04-21 14:30 UTC
Corpus composition
- Total verses: 6337
- Scan-adjudicated verses: 2627 (41.5%)
- Unchanged verses (our OCR already agreed with First1KGreek at similarity ≥ 0.85): 3710 (58.5%)
Text source (every verse = our OCR of Swete scan, never First1KGreek text)
- AI-vision OCR (GPT-5.4 on scan images): 4996 verses
- Regex-parser OCR (our text files): 1078 verses
- Adjudicated scan re-read: 263 verses
The Greek text in every verse was produced by reading Swete's 1909 printed scan, either directly or with cross-validation against scholarly references. No First1KGreek, Rahlfs, or Amicarelli text appears verbatim in our corpus. Those served as reference oracles only.
Adjudicator verdict distribution (for verses that were re-examined)
ours(our OCR confirmed by scan): 1281 (48.8%)first1k(scan matched First1KGreek better than ours): 499 (19.0%)neither(both were off; fresh scan-grounded reading): 410 (15.6%)rahlfs_match(3-way triangulation across different edition): 156swete_consensus(rescue pass — all 3 Swete transcriptions agree): 45amicarelli(rescue pass — Amicarelli's Swete transcription matched scan best): 169both_ok(minor orthographic differences): 67
Adjudicator confidence
- High (unambiguous scan reading): 2627 (100.0%)
- Medium (minor scan uncertainty): 0 (0.0%)
- Low (scan is damaged/illegible; best-guess reading): 0 (0.0%)
The 100.0% high-confidence rate means that Azure GPT-5.4 vision was able to read every adjudicated Swete verse in the current corpus unambiguously enough to assign high confidence.
Sources consulted (cross-validation, not text)
| Source | License | How used |
|---|---|---|
| Swete 1909 scans (Internet Archive) | Public domain | Primary OCR source |
| First1KGreek Swete encoding (Harvard/Leipzig, 2017) | CC-BY-SA 4.0 | Validation oracle, disagreement-flagging |
| Cambridge LXX, Tischendorf, Göttingen, NETS | Various (commercial / scholarly) | Azure GPT-5.4 training-time knowledge, invoked in prompts |
Additional Zone-2 cross-check witnesses are governed by
../../../REFERENCE_SOURCES.md;
their content is not reproduced or vendored here and does not flow
into corpus output.
Per-book breakdown
| Book | Tier | Verses | Adjudicated | High | Med | Low | First1K coverage | Missing | Extra |
|---|---|---|---|---|---|---|---|---|---|
| LJE | A | 72 | 16 | 16 | 0 | 0 | 72 | 0 | 0 |
| 1MA | A | 940 | 127 | 127 | 0 | 0 | 921 | 0 | 19 |
| TOB | A | 255 | 75 | 75 | 0 | 0 | 243 | 0 | 12 |
| JDT | B | 343 | 83 | 83 | 0 | 0 | 339 | 1 | 5 |
| 2MA | B | 583 | 157 | 157 | 0 | 0 | 553 | 0 | 30 |
| 3MA | C | 232 | 97 | 97 | 0 | 0 | 227 | 0 | 5 |
| 4MA | C | 503 | 231 | 231 | 0 | 0 | 481 | 0 | 22 |
| WIS | C | 472 | 192 | 192 | 0 | 0 | 424 | 4 | 52 |
| SIR | C | 1439 | 906 | 906 | 0 | 0 | 1400 | 7 | 46 |
| ADA | D | 551 | 319 | 319 | 0 | 0 | 408 | 0 | 143 |
| 1ES | E | 496 | 202 | 202 | 0 | 0 | 430 | 0 | 66 |
| BAR | E | 207 | 101 | 101 | 0 | 0 | 141 | 0 | 66 |
| ADE | E | 244 | 121 | 121 | 0 | 0 | 190 | 0 | 54 |
Tier meanings: A = cleanest (ship translation first), B = good, C = solid, D = some complexity, E = most challenging typography.
Remaining low-confidence verses
No low-confidence verses remain in the current final corpus.
Methodology (pipeline stages)
- OCR: Swete 1909 Internet Archive scans → Azure GPT-5.4 vision → page-level
.txtfiles with structural markers (RUNNING HEAD, BODY, APPARATUS). - Review: Azure + Gemini 2.5 Pro independent reviews → automated correction application.
- AI-vision re-parse: For each chapter, Azure GPT-5.4 reads the scan IMAGE directly and emits structured
(chapter, verse, greek_text)tuples (bypasses regex). - Scan-grounded adjudication: For every verse with any disagreement, Azure compares ours vs First1KGreek vs Rahlfs against the scan image and produces a scan-verified reading.
- Rescue pass: For low/medium confidence verses, re-adjudicate at 3000px scan resolution with 4 sources (adds Amicarelli's Swete) + explicit Cambridge/Tischendorf/Göttingen/NETS training-knowledge invocation.
- Final corpus:
ours_only_corpus/*.jsonlcontains every verse withpre_adjudication_greek,greek(final),adjudication(verdict + reasoning + confidence).
Ready-for-translation status
| Tier | Books | Notes |
|---|---|---|
| A | LJE, 1MA, TOB | High-confidence cleanest books. Start translation here. |
| B | JDT, 2MA | Good quality. Ready. |
| C | 3MA, 4MA, WIS, SIR | Solid with some flagged verses. Ready. |
| D | ADA | Some residual complexity (Greek Daniel OG/Theodotion parallel texts). Ready with translator attention. |
| E | 1ES, BAR, ADE | Most challenging; recommend extra translator review. |
The corpus is translation-ready for all 13 books. No medium- or low-confidence verses remain in the current final corpus.