India's Foreign Policy: Retrospect and Prospect
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 will provide a survey of India's foreign policy from 1947 to the present day. It is divided into three distinct historical sections. The article will also attempt to explain the underlying reasons for these the initial orientation and subsequent shifts that occurred over time. The first section deals with the period from 1947 to 1962, the second from 1962 to 1991 and the third from 1991 to the present. The choice of these three segments is far from arbitrary. The first period constituted the most idealistic phase of India's foreign policy under the tutelage of India's first Prime Minister, Jawaharlal Nehru. The second began with India's disastrous defeat in the 1962 Sino-Indian border war. This period saw a gradual shift away from the early idealism that had characterised the country's foreign policy and the adoption of an increasingly ‘self-help’ approach to foreign policy while retaining elements of the Nehruvian rhetoric1. The third phase began with the end of the Cold War and the adoption of a more pragmatic foreign policy hewing closely to the principles of realism2.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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