Nepal-India Relations: Beyond Realist and Liberal Theoretical Prisms
Why this work is in the frame
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Bibliographic record
Abstract
Taking the historical narratives that tout Nepal-India relations as based on mutual respect of each other’s sovereignty as a point of departure, we provide a critical reflection upon the flaws of such a single uncritical discourse that not only risks the danger of creating stereotypes but also leaves it incomplete and misleading. Although many aspects of the Nepal-India relations indeed predate the origin of the modern nation-state, any historical discourse that downplays the realpolitik in these relations leaves the story untold about India being a hegemon interfering in Nepal’s internal affairs and obstructing Nepal’s social, economic and political progression. From a neocolonial lens, we provide snapshots of the ways and instances in which India has infringed upon Nepal’s sovereignty and independence.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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