IMF Quotas; Constructing An International Organization Using Inferior Building Blocks
Bibliographic record
Abstract
The International Monetary Fund’s structure and rules are based on the quota system that was constructed when the Fund was set up in 1946. Quotas affect contributions and resource availability at the Fund, access to resources, the distribution of Special Drawing Rights, and voting rights. Despite periodic reviews and modifications, the quota system has gradually been eroded and undermined. The fundamental problem is that a single system is attempting to serve four separate and incompatible functions. We illustrate how this erosion has taken place, and how an unreformed quota system will compromise the future operations of the IMF and the international monetary and financial system. Although the difficulties associated with reforming quotas are myriad and complex, the legacy of an unreformed quota system may be profoundly undesirable. We argue that a refined IMF structure must accommodate a clearer separation of a member’s contributions to the IMF, its access to IMF resources, and its voting rights at the institution.
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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 | 0.012 | 0.022 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.016 |
| Scholarly communication | 0.006 | 0.010 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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".