Advancements and controversies in China’s recent sentencing reforms
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article discusses in detail the content and context of China’s recent sentencing reform and its social, political, and criminal justice implications, as well as its limitations. The focus of China’s criminal justice reforms over the past 37 years has been predominantly on the trial process; the sentencing process has been largely neglected. Revelations of widespread sentencing inconsistency led the Supreme People’s Court (SPC) to initiate sentencing reform in 2005. The intent of the reform was to promote transparency in the sentencing process, ensure consistency in sentencing dispositions, and guard against inappropriate judicial leniency and severity via new sentencing procedural rules and guidelines limiting judges’ sentencing discretion. In addition to discussing the new sentencing procedures and guidelines, this article also examines some hotly debated issues, including whether China’s sentencing process should be completely separate from the trial process; the meaning of ‘sentencing consistency’ in the context of China’s social and political development; and China’s unique sentencing principles in comparison with the practice of some English-speaking jurisdictions.
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.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it