Webtag: A World Wide Internet Based AR System
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
Webtag is a marker based system where every marker contains an internationally unique identifier which links to 2D or 3D content from a user's Website. A two stage design combines the basic 10-bit ID (tier-1 ID) of the current ARTag system which is used for pose tracking when the marker is far away, and a smaller and dense array of extra bits allow an additional 32 bits (tier-2 ID) to be recognized when the camera is close. A user brings his/her AR device close to the marker such that the tier-2 ID is read, and then the IDs are mapped to a web address from which the augmenting model, image, or animation is loaded. Thereafter the content is rendered relative to the tier-1 ID which can be seen at greater distances. This allows a user anywhere on internet to access augmented content printed in magazines, seen on posters, etc. Webtag is a prototype system that may allow large scale acceptance of AR by the public.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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