Bibliographic record
Abstract
KINEMA SPEAKS WITH CHINESE DIRECTOR XU JINGLEI Xu Jinglei (b. 1974) is one of the most versatile young film talents in Mainland China. She first achieved popularity in her home country for her television roles but soon won acclaim for her film appearances, having starred in ten features since 2002. She received the Chinese Film Society Performance Award for her first major film role in Zhang Yang's Spicy Love Soup (1997), the Baihua Best Actress Award in I Love You (Zhang Yuan, 2003) and the Golden Rooster Award for Best Supporting Actress in Far from Home (Yu Zhong, 2002). More recently, the Beijing-born actress and graduate of the Beijing Film Academy has taken on the role of director. Her first feature Wo he ba ba (My Father and I, 2003) was rewarded at home with a Golden Rooster for Best Directing Debut and invited to a number of international...
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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 | 0.001 | 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 | 0.000 |
| 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".