Public benchmark and software-paper reproduction • eyeprocess

Bundled multimodal study

The package includes a compact, fully synthetic and openly redistributable benchmark containing participant and item metadata, binary responses, response times, recordings, gaze samples, events, AOIs, pupil trajectories, quality indicators, and provenance.

library(eyeprocess)
#> eyeprocess 0.11.1: vendor-neutral eye/process data harmonization with first-class Gazepoint support.
study <- eyeprocess_benchmark_study()
study
#> eyeprocess public benchmark study
#> Path:   /home/runner/work/_temp/Library/eyeprocess/extdata/benchmark-study
#> Files:  10
#> Status: synthetic, openly redistributable benchmark - not empirical vendor validation

The benchmark tests contracts and reproducibility. It is not real participant data, vendor compatibility evidence, or scientific validation of advanced models.

Integrity and expected outputs

validation <- validate_benchmark_study(study)
validation$valid
#> [1] TRUE

reproduction <- run_benchmark_reproduction(study)
reproduction$comparison
#>                 metric     observed     expected tolerance absolute_error
#> 1             accuracy    0.5520833    0.5520833     1e-10   0.000000e+00
#> 2            aoi_count    3.0000000    3.0000000     0e+00   0.000000e+00
#> 3         gaze_samples 4800.0000000 4800.0000000     0e+00   0.000000e+00
#> 4                items    8.0000000    8.0000000     0e+00   0.000000e+00
#> 5           mean_pupil    3.2497872    3.2497872     1e-10   4.440892e-16
#> 6   mean_response_time    1.3480609    1.3480609     1e-10   0.000000e+00
#> 7         participants   12.0000000   12.0000000     0e+00   0.000000e+00
#> 8        pupil_samples 3840.0000000 3840.0000000     0e+00   0.000000e+00
#> 9         quality_rows   96.0000000   96.0000000     0e+00   0.000000e+00
#> 10              trials   96.0000000   96.0000000     0e+00   0.000000e+00
#> 11 valid_gaze_fraction    0.9637500    0.9637500     1e-10   0.000000e+00
#>    passed
#> 1    TRUE
#> 2    TRUE
#> 3    TRUE
#> 4    TRUE
#> 5    TRUE
#> 6    TRUE
#> 7    TRUE
#> 8    TRUE
#> 9    TRUE
#> 10   TRUE
#> 11   TRUE

All source files are fingerprinted. Relational checks ensure that participants, items, trials, events, gaze, and pupil records agree. Expected scalar outputs use explicit numerical tolerances.

Data dictionary and reproduction directory

write_benchmark_data_dictionary(study, "benchmark-data-dictionary.md")
write_software_paper_reproduction("software-paper-reproduction", study)

The reproduction scaffold contains copied benchmark data, an executable R script, expected outputs, a README, and a file/session manifest.

Release audit

audit_benchmark_release(study)$ready
#> [1] TRUE

A public empirical benchmark can later be added under an independently reviewed licence. It must remain distinct from this synthetic test asset.