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
Combine Python with the open format of ODF files to manipulate fine details. My wife is a writer, which today means she uses a word processing program. It's a sophisticated, powerful program—OpenOffice.org Writer—but occasionally it won't do something that she wants it to do. In this article, we take a look at the structure of OpenDocument Format (ODF) files and see how Python, with its XML libraries, can help. Figure 1 shows an example. Figure 1. Converting Quotation Marks It's not hard to convert quotation marks on a few paragraphs by hand—or even on a few pages, if I'm doing it only once. But having to repeat such manual operations on subsequent revisions becomes tedious, especially on a longer document, such as a poetry collection or novel. (We might have to repeat these operations after importing plain text from an e-mail message, for example.) Fortunately, ODF is open, so we should be able to manipulate the file contents outside the word processing program. Let's see if we can do that manually, just to make sure we know what we're doing. Once we can do that, we'll create a script to do some more ambitious things with the document. Cracking the OpenDocument Format—A Simple Example I read somewhere that an ODF file is a zip archive of XML files. So, let's see if it really is one—and if so, what's inside: Garrick, shrink below. % unzip -l ex1.odt Archive: ex1.odt Length Date Time Name ----------------39 11-15-06 01:55 mimetype 0 11-15-06 01:55 Configurations2/statusbar/ 0 11-15-06 01:55 Configurations2/accelerator/current.xml 0 11-15-06 01:55 Configurations2/floater/ 0 11-15-06 01:55 Configurations2/popupmenu/ 0 11-15-06 01:55 Configurations2/progressbar/ 0 11-15-06 01:55 Configurations2/menubar/ 0 11-15-06 01:55 Configurations2/toolbar/ 0 11-15-06 01:55 Configurations2/images/Bitmaps/ 0 11-15-06 01:55 Pictures/ 2872 11-15-06 01:55 content.xml 9786 11-15-06 01:55 styles.xml 1109 11-15-06 01:55 meta.xml 878 11-15-06 01:55 Thumbnails/thumbnail.png 6611 11-15-06 01:55 settings.xml 2037 11-15-06 01:55 META-INF/manifest.xml -------------23332 16 files % Good news—it is a zip archive. So, the plan is this: unpack it, modify a file (or files) and pack everything back up again. We'll pack up files in the same order, just in case it matters. So, we need to save the file list. The listing from running unzip has that file list, along with some other stuff. Let's select only the lines that have filenames (in this case, the lines with a : followed by digits) and print only the filenames. A single command to sed does that: % unzip -l ex1.odt | sed -n '/:[0-9][0-9]/s|^.*:.. *||p' mimetype Configurations2/statusbar/ Configurations2/accelerator/current.xml Configurations2/floater/ Configurations2/popupmenu/ Configurations2/progressbar/ Configurations2/menubar/ Configurations2/toolbar/ Configurations2/images/Bitmaps/ Pictures/ content.xml styles.xml OpenOffice.org ODF, Python and XML http://0-delivery.acm.org.innopac.lib.ryerson.ca/10.1145/1250000/12... 2 of 10 8/27/2007 8:13 PM meta.xml Thumbnails/thumbnail.png settings.xml META-INF/manifest.xml % Looks good. Let's save the list in a shell variable—we'll use F (for files): % F=$(unzip -l ex1.odt | sed -n '/:[0-9][0-9]/s|^.*:.. *||p') With that settled, the next question is, which file to modify? To find out, let's find the file or files containing the word quotes, which appeared in the document. We'll unpack ex1.odt into an empty directory and ask grep, remembering to check files in subdirectories as well: % cd TMP % unzip -q ~/oo/ex1.odt % find . -type f | xargs grep -l quote ./content.xml % Okay, content.xml is it. Text editors provide one way to manipulate content.xml, so let's give that a try. The relevant part looked like Figure 2 in Emacs. Figure 2. Editing XML in Emacs The two occurrences of (partially highlighted in Figure 2) represent the straight quotation marks. I changed the straight quotes to the appropriate curly or smart quotes (found on either side of the word nice), as shown in Figure 3. The changed areas are, again, partially highlighted. Figure 3. Edited XML with Smart Quotes With that done, let's zip the files (the list saved in $F) to create ex2.odt, and see what OpenOffice.org Writer thinks about it: % zip -q ~/oo/ex2.odt $F % oowriter ~/oo/ex2.odt Figure 4. Writer Recognizes the New Quotes It worked (Figure 4)! The formerly straight quotes around the word straight are now curly quotes, and they're even curled in the right direction. So, to review what we've done so far: Created a list of the files in ex1.odt (saving it in $F). Unpacked ex1.odt. Made a simple change, manually, in content.xml. OpenOffice.org ODF, Python and XML http://0-delivery.acm.org.innopac.lib.ryerson.ca/10.1145/1250000/12... 3 of 10 8/27/2007 8:13 PM Created ex2.odt (using $F). Validated ex2.odt using OpenOffice.org Writer.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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