Accountability or Accounting? Elaboration of the Paris Agreement’s Implementation and Compliance Committee at cop 23
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 provides an analysis of progress regarding the modalities and procedures for the Paris Agreement’s Implementation and Compliance Committee up to cop 23. I use the perspective of legal accountability to address three points of long-lasting divergence between parties: whether the Committee will be tasked to require parties to justify their performance by making specific reference to applicable legal standards; the contentious question of mandating the Committee to assess the progress of parties on the achievement of their ndc targets; and the involved party’s degree of control over the measures adopted. I conclude that a richer approach to accountability calls for granting a substantive role to practices of legal justification, assessment, and consequences within the modalities for the Committee in all three cases. Subject to political acceptance, such a mandate has the potential to foster parties’ sense of trust, reciprocity, and legal obligation toward one another. 1
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 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