Bibliographic record
Abstract
Since the 2000 visit by former President Clinton to India and the advent of the Bush Administration, the United States has begun to develop a security relationship with India.This paper looks at why this move is being made, the opportunities and likely constraints, and what role Congress may play to facilitate the future development of this relationship.This report discusses why the relationship has taken off, how the United States benefits from this new relationship, and potential problems that may emerge, both from India's domestic constraints as well as its perceived foreign policy objectives.This report will not be updated.In the past two years, the United States and India have moved away from the misperceptions of the Cold War that prevented a strong relationship between the world's strongest democracy and its largest one.Instead, there has been an emphasis on common security interests that are both short term as well as those encompassing future concerns.These interests include joint operations and patrolling, transfers of weapons technologies to ensure interoperability, sharing information on and countering international terrorism, and India playing a role in multilateral
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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".