This folder contains the session logs from a 2×2 factorial experiment comparing workflow recommendations produced from two library representations (Formal vs. Prose) applied to two user problems (A vs. B). The experiment is described in detail in Appendix E of the paper.
Formal Library = ATWL definition + 17 ATWL workflow representations.
Prose Library = 17 source papers as PDFs.
Problem A (Bikes): Bike-sharing analysis and relocation strategy (conceptual, no data).
Problem B (VIS Trends): Topic evolution in IEEE VIS publications 1990–2024, with a request for an implementing Jupyter notebook.
Experiment Sessions & Materials
| Formal from ATWL | Prose from Papers | |
|---|---|---|
| A: Bike Sharing | bikes_recommend_from_ATWL_Claude_Opus_4_6R | bikes_recommend_from_papers_Claude_Opus_4_6R |
| ATWL workflow | atwl workflow specification Formal ATWL representation of recommended workflow | — |
| B: VIS Trends | VIS_trends_recommend_from_ATWL_Claude_Opus_4_6R | VIS_trends_recommend_from_papers_Claude_Opus_4_6R |
| ATWL workflow | atwl workflow specification Formal ATWL representation of recommended workflow | — |
| Supplementary materials (Problem B) | ||
| Narrated session | ppsx narrated slide show Detailed walkthrough of the Formal/B session | — |
| Jupyter notebook | html notebook from ATWL VIS topic evolution — Formal condition | html notebook from papers VIS topic evolution — Prose condition |