Localizing the UNGPs – An Afrocentric Approach to Interpreting Pillar II
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
Abstract This paper presents an alternative epistemic worldview of the corporate responsibility to respect human rights (CR2R) as a norm. It examines how an Afrocentric interpretation of the CR2R norm can contribute to a relational system where corporations promote human rights in African host communities. It uses an African norm — Ubuntu — to reframe and reinterpret Pillar II in Afrocentric terms. It argues that this reframing is important for three reasons. First, Ubuntu reframing increases the CR2R norm’s intelligibility in Africa because it clarifies and contextualizes the term ‘respect’ used in Pillar II. Second, reframing the CR2R norm through Ubuntu fills the ethical gap in the interpretation of the CR2Rnorm. Third, an Ubuntu-inspired interpretation insulates the CR2R norm from some scholars’ critique that the CR2R norm’s scope is narrow because it only encourages MNCs to avoid infringing on the human rights of others without prescribing positive obligations. This paper then examines channels through which Ubuntu can influence the CR2R norm.
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.020 | 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) | 0.000 | 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