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Taking Armed Groups Seriously: Ways to Improve their Compliance with International Humanitarian Law

2010· article· en· W1970878324 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of International Humanitarian Legal Studies · 2010
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsUniversité du Québec
Fundersnot available
KeywordsInternational humanitarian lawOperationalizationSanctionsInternational lawLawPolitical scienceInterpretation (philosophy)State (computer science)Armed conflictInstitutionComputer scienceEpistemology

Abstract

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Abstract Most contemporary armed conflicts are not of an international character. International Humanitarian Law (IHL) applicable to these conflicts is equally binding on non-State armed groups as it is on States. The legal mechanisms for its implementation are, however, still mainly geared toward States. The author considers that the perspective of such groups and the difficulties for them in applying IHL should be taken into account in order to make the law more realistic and more often respected. It is submitted that the law is currently often developed and interpreted without taking into account the realities of armed groups. This contribution explores how armed groups could be involved in the development, interpretation and operationalization of the law. It argues that armed groups should be allowed to accept IHL formally, to create – amongst other things – a certain sense of ownership. Their respect of the law should also be rewarded. Possible methods to encourage, monitor and control respect of IHL by armed groups are described. The author suggests in particular that armed groups should be allowed and encouraged to report on their implementation of IHL to an existing or newly created institution. Finally, in case of violations, this contribution proposes ways to apply criminal, civil and international responsibility, including sanctions, to non-State armed groups.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.930
Threshold uncertainty score0.868

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.047
GPT teacher head0.334
Teacher spread0.287 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it