Some Assembly Required: Explaining Variations in Legislative Oversight over the Armed Forces
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Legislatures vary widely in how they affect democratic civil–military relations. In some countries, legislative oversight plays a critical role in guiding their defense establishment. In others, legislators are largely ignorant and happily so. In this article, we explain the sources of these variations in fifteen democratic states. After discussing the importance of the legislature's role in democratic civil–military relations, we clarify what we mean by oversight. We argue that variations in oversight are explained by the number and scope of legislative committees charged with military oversight and party politics within those committees. After reviewing alternative explanations, we present oversight patterns in fifteen democratic countries across the world. We then briefly examine Germany's Bundestag and Japan's Diet, as the comparison of these cases challenges most existing explanations of legislative oversight and serve as hard cases for our argument. We conclude with implications of legislative oversight for broader debates about civilian control of the military.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| 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) | 0.001 | 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