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Record W3133597803 · doi:10.1080/21647259.2021.1895614

Why language matters? Colombia’s passing theory of peace

2021· article· en· W3133597803 on OpenAlexaff
Juan Luis Suárez, Yadira Lizama-Mué

Bibliographic record

VenuePeacebuilding · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicConflict, Peace, and Violence in Colombia
Canadian institutionsWestern University
Fundersnot available
KeywordsNegotiationGovernment (linguistics)Reading (process)Context (archaeology)Table (database)Set (abstract data type)Political scienceKey (lock)LinguisticsSociologyComputer scienceGeographyLawArchaeologyComputer securityPhilosophy

Abstract

fetched live from OpenAlex

In 2016 the Colombian government and the Fuerzas Armadas Revolucionarias de Colombia-Ejército del Pueblo (FARC) signed a final peace agreement after almost five years of the public phase of negotiations in Havana, Cuba. The set of documents released by the Negotiation Table offers a reading on the points agreed by the parts for the termination of the conflict, describe the process of the conversations, and create the foundational language for the construction of peace in the country. Following Donald Davidson’s passing theory of language, applying natural language processing (NLP) techniques and performing a close reading of key documents, we aim to understand this language of peace, how it is used and what it can tell us about the concept of peace both politically, and socially within the context of Colombia.

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.

How this classification was reachedexpand

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.730
Threshold uncertainty score1.000

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.028
GPT teacher head0.328
Teacher spread0.299 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations3
Published2021
Admission routes1
Has abstractyes

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