Bibliographic record
Abstract
In the eighth book of his Lives of the Philosophers, Diogenes Laertius relates an anecdote about Pythagoras in the light of which Pythagoras seems to have perfected if not the art of rhetoric, then at least its essence. The account is of a most unusual rite of passage. According to Diogenes, and the story is repeated by Iamblichus in his own Life of Pythagoras, Pythagoras used to lecture for long periods to his pupils, whether hidden behind a curtain or lecturing only at night in utter darkness (Diogenes Laertius 8.15; Iamblicus, Life of Pythagoras 72). “For five years [his disciples] would keep silent, merely listening to his speeches without seeing him, until they passed a test. From that point on they were allowed into his house and were able to see him” (Diogenes Laertius 8.10). How many speakers in antiquity (or at any time) could hold an audience captive like this for an evening, let alone for five years? To be sure, Pythagoras was not an orator and his lectures were not oratory. But he grasped a fact about rhetoric that would define it for centuries to come: rhetoric was the art of managing the voice.
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.
How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".