Bibliographic record
Abstract
Lybeaus Desconus is an anonymous fourteenth‐century Middle English romance about Sir Gawain's illegitimate son, Sir Gyngelayne, also known as Lybeaus Desconus or the Fair Unknown. When Gyngelayne arrives at Arthur's court, he is ignorant of his father, courtly life, and even his name. Because of his “fair looks” King Arthur knights the young man and gives him the name, Lybeaus Desconus. He proves his chivalric stature by means of a series of trial‐adventures and rescues the imprisoned and enchanted Lady of Sinadoun, whom he eventually marries. From the Lady of Sinadoun he discovers his kinship with Sir Gawain, and in some versions he learns his paternity and name from his mother and Sir Gawain. Several fifteenth‐century references to the narrative attest to the popularity of Lybeaus Desconus , and the character Lybeaus/Gyngelayne appears as a minor character in several medieval works.
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 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".