Bibliographic record
Abstract
Robert Schumann’s late songs (1849–52) are in some respects difficult to understand and to perform. Paradoxically, it is their apparent simplicity that poses a challenge for performers; harmonically, texturally, and metrically less adventurous than the songs of 1840, they may on first contact seem rather bland. Those who wish to explore Schumann’s “second practice” of song writing must grapple with the questions: 1) What is interesting and expressive about the late songs? and 2) How can their interesting and expressive elements be communicated to listeners? One striking aspect of the songs is their manner of declaiming the texts; their vocal rhythms depart more drastically from the poetic rhythm than is ever the case in Schumann’s earlier songs. Poetic feet, which would be approximately equivalent in duration in a normal recitation, are set to a wide variety of durations, producing irregular and unpredictable vocal rhythms. Schumann’s new manner of declamation is a significant locus of expression in songs where other potentially expressive features are attenuated. Analysis and recomposition highlight Schumann’s unorthodox but expressive declamation, and help performers to make decisions that enhance the song’s expressive attributes.
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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 | 0.005 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.005 | 0.017 |
| Scholarly communication | 0.008 | 0.008 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.012 | 0.006 |
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".