International Commercial Arbitration in China: Locating the Development of CIETAC in the Context of International and Domestic Factors
Bibliographic record
Abstract
The China International Economic and Trade Arbitration Commission (CIETAC) is China’s principal body for resolving commercial disputes between foreign and domestic parties. As China’s economic influence has grown, so has the importance of CIETAC as a component in the international commercial arbitration system. Since its inception in 1956, CIETAC has undergone a significant transformation that has followed China’s adoption of market-based reforms and the country’s deeper integration into the international economic order. Yet CIETAC remains endowed with particular characteristics that distinguish it from conventional norms in this field. As this paper will argue, CIETAC’s current form reflects China’s distinct economic culture and a foreign policy that favours balanced engagement with the existing order. An understanding of the development of CIETAC in the context of these factors will enable practitioners and policymakers to more effectively work with the body and anticipate its evolution going forward.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.004 | 0.006 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".