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LingoScholar / Experimental evidence

Paper-to-Benchmark Builder

The graph is a starting point.
Make its data reusable.

Recover an experimental curve, document how you traced it, and compare your model with a record another researcher can inspect.

Use your LingoScholar account. Approved academic members and the website owner can open the workspace. Request academic access.

Bring the figure

Open a PNG, JPEG or WebP figure from a source you are permitted to use. Keep the exact source page, figure and specimen in the record.

Calibrate and trace

Set two known values on each linear axis. Trace the experimental curve in its original order, with editable pixel coordinates.

Describe the experiment

Record geometry, lay-up, connections, loading and the quantities being measured. State missing information and limitations.

Compare your prediction

Import a model CSV with explicit units and measurement definitions. Inspect curve error and displacement coverage where comparison is appropriate.

Keep the extraction record

Save a project ZIP with the source image, calibration, pixel trace and normalized data. Reopen it to continue the work.

Submit for review

Send the structured dataset through an approved academic account. Source review and public metadata release remain separate decisions.

A clear evidence record

Digitized data keeps its source and its limits.

Tracing a figure produces an approximation of the plotted curve. It does not recover the original instrument readings. Point density, image resolution, line thickness and calibration affect the result; no numerical uncertainty is assigned automatically.

Figure processing and model comparison run in your browser. Save a ZIP to keep your work. A deliberate contribution submission sends structured data and the image fingerprint to LingoScholar; the source image stays in your local package. Review does not automatically create an Atlas specimen or an Exchange case.