A Never-Stable Word: Zhuangzi's <i>Zhiyan</i><b/> and ‘Tipping-Vessel’ Irrigation
Bibliographic record
Abstract
The zhiyan described in the “Entrusted Words” chapter of the Zhuangzi (“Zhiyan come forth daily, and are harmonized with the heavenly divisions; through this they spread out, and thus years draw to a close”) have long aroused debate and confusion among readers, as the word zhi usually refers to a type of wine goblet. Contemporary readers cannot easily obtain clear assistance from traditional commentaries, because the mainstream of Zhuangzi scholarship has been disturbed by Guo Xiang's original notes: “This zhi is [a thing which] tips when full, rights when empty, and does not stay fixed.” The questions which arise from this note are two: (1) What sort of goblet could “tip when full, right when empty”? And (2) how would this remarkable behavior on the part of the goblet relate to the original text of the Zhuangzi?
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".