Design of Tibetan-Chinese Bilingual Garbage Recycling System Based on Interaction Design
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
In order to strengthen the promotion of the concept of garbage classification in Tibetan areas, to solve the environmental problems such as low efficiency of garbage classification and poor accuracy of garbage delivery in Tibetan areas. This paper first analyzes the status quo of garbage classification in Tibetan areas, the popularity of Mandarin residents in Tibetan areas, and the main population of garbage classification, and determines the feasibility of the project. Secondly, through the design of hardware system, software system and interactive system, the whole system framework is built. Finally, on this basis, a non-contact Tibetan and Chinese bilingual intelligent trash can is formed by establishing the hardware and corpus. The design provides help to improve the environmental awareness of Tibetan residents, accelerate the promotion of garbage classification, and popularize the basic knowledge of garbage classification.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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