Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
What's Changed Simplify code for osdetect by @stweil in https://github.com/tesseract-ocr/tesseract/pull/4436 Fix and improve configuration for cmake builds by @stweil in https://github.com/tesseract-ocr/tesseract/pull/4437 Modernize some for loops and fix some signed/unsigned issues by @stweil in https://github.com/tesseract-ocr/tesseract/pull/4438 Cmake optimization with warp2 by @zdenop in https://github.com/tesseract-ocr/tesseract/pull/4452 Update checkout action by @rettinghaus in https://github.com/tesseract-ocr/tesseract/pull/4461 chore: fix cyrillic typo by @0xflotus in https://github.com/tesseract-ocr/tesseract/pull/4462 Move version info. to appropriate ALTO element by @david-russo in https://github.com/tesseract-ocr/tesseract/pull/4464 CI: Remove unneeded export statements from cmake workflow for macOS by @stweil in https://github.com/tesseract-ocr/tesseract/pull/4467 Bump actions/checkout from 5 to 6 by @dependabot[bot] in https://github.com/tesseract-ocr/tesseract/pull/4485 Bump github/codeql-action from 2 to 4 by @dependabot[bot] in https://github.com/tesseract-ocr/tesseract/pull/4488 Bump actions/upload-artifact from 4 to 5 by @dependabot[bot] in https://github.com/tesseract-ocr/tesseract/pull/4487 Bump mikepenz/action-junit-report from 4 to 6 by @dependabot[bot] in https://github.com/tesseract-ocr/tesseract/pull/4486 Bump actions/upload-artifact from 5 to 6 by @dependabot[bot] in https://github.com/tesseract-ocr/tesseract/pull/4494 New Contributors @0xflotus made their first contribution in https://github.com/tesseract-ocr/tesseract/pull/4462 @david-russo made their first contribution in https://github.com/tesseract-ocr/tesseract/pull/4464 @dependabot[bot] made their first contribution in https://github.com/tesseract-ocr/tesseract/pull/4485 Full Changelog: https://github.com/tesseract-ocr/tesseract/compare/5.5.1...5.5.2
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.154 | 0.010 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it