An interface for virtual 3D sculpting via physical proxy
Why this work is in the frame
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Bibliographic record
Abstract
We explore the design space of using direct finger input in conjunction with a deformable physical prop for the creation and manipulation of conceptual 3D geometric models. The user sculpts virtual models by manipulating the space on, into, and around the physical prop, in an extension of the types of manipulations one would perform on traditional modeling media such as clay or foam. The prop acts as a proxy to the virtual model and hence as a frame of reference to the user's fingers. A prototype implementation uses camera-based motion tracking technology to track passive markers on the fingers and prop. The interface supports a variety of clay-like sculpting operations including deforming, smoothing, pasting, and extruding. All operations are performed using the unconstrained fingers, with command input enabled by a small set of finger gestures coupled with on-screen widgets.
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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 | 0.001 |
| 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