common-workflow-language/cwltool: 3.1.20240909164951
Bibliographic record
Abstract
What's Changed cwl v1.3.0-dev1 native loop support by @GlassOfWhiskey in https://github.com/common-workflow-language/cwltool/pull/1779 Start running the draft CWL v1.3.0 conformance tests by @mr-c in https://github.com/common-workflow-language/cwltool/pull/2022 Conformance testing, skip a bad cwltest release by @mr-c in https://github.com/common-workflow-language/cwltool/pull/2017 Added new loop test by @LanderOtto in https://github.com/common-workflow-language/cwltool/pull/2006 removing duplicate "reference" by @danielskatz in https://github.com/common-workflow-language/cwltool/pull/2030 Support array of integers and floats as command argument parameters by @tom-tan in https://github.com/common-workflow-language/cwltool/pull/2037 Explicitly support Python 3.13; add to CI matrix by @mr-c in https://github.com/common-workflow-language/cwltool/pul fix loadContents for File[] by @fmigneault in https://github.com/common-workflow-language/cwltool/pull/2036 Deps Requires schema-salad >=8.7 for MapSchema validation by @tetron in https://github.com/common-workflow-language/cwltool/pull/2024 skip pydot 3.x+ for now by @mr-c in https://github.com/common-workflow-language/cwltool/pull/2020 Update pytest requirement from <8.3,>=6.2 to >=6.2,<8.4 by @dependabot in https://github.com/common-workflow-language/cwltool/pull/2025 Bump mypy from 1.10.1 to 1.11.1 by @dependabot in https://github.com/common-workflow-language/cwltool/pull/2028 Bump mypy from 1.11.1 to 1.11.2 by @dependabot in https://github.com/common-workflow-language/cwltool/pull/2035 Update black requirement from ~=24.4 to ~=24.8 by @dependabot in https://github.com/common-workflow-language/cwltool/pull/2029 Update flake8-bugbear requirement from <24.3 to <24.9 by @dependabot in https://github.com/common-workflow-language/cwltool/pull/2032 l/2040 New Contributors @danielskatz made their first contribution in https://github.com/common-workflow-language/cwltool/pull/2030 Full Changelog: https://github.com/common-workflow-language/cwltool/compare/3.1.20240708091337...3.1.20240909164951
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.
How this classification was reachedexpand
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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.010 | 0.007 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.005 | 0.004 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.279 | 0.012 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".