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bertopic-conflictos-chile-v9-final
Linkhero2/bertopic-conflictos-chile-v9-final
bertopic-conflictos-chile-v9-final is a machine learning model from Linkhero2. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
Este modelo combina lo mejor de múltiples enfoques: - Qwen3-Embedding-8B: SOTA 1 MTEB Multilingual - Seed Topics: 12 conflictos chilenos predefinidos - Double-Tap: updatetopics forzado para limpieza - Research 2025: s…
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Updated Jan 7, 2026
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.npy53.5 MB · 64%
At a glance
- Access
- Public
- Created
- Jan 7, 2026
- Updated
- Jan 7, 2026
- SHA
- 9ece20a3
Model card
From the Hugging Face model README
🇨🇱 BERTopic v9 - Conflictos Socioambientales Chile (FINAL)
🏆 Arquitectura Fusión (Claude + Gemini + Research 2025)
Este modelo combina lo mejor de múltiples enfoques:
- Qwen3-Embedding-8B: SOTA #1 MTEB Multilingual
- Seed Topics: 12 conflictos chilenos predefinidos
- Double-Tap: update_topics forzado para limpieza
- Research 2025: strip_accents, max_df=0.4
📊 Especificaciones
| Componente | Valor |
|---|---|
| Embedding | Qwen/Qwen3-Embedding-8B (4-bit) |
| Representation | [KeyBERT, MMR(0.8)] |
| Vectorizer | min_df=5, max_df=0.4, 170+ stopwords |
| Topics | 41 |
| Outliers | 0 (0.0%) |
| Coherence (c_v) | 0.5981 |
📁 Archivos
topic_info_FINAL_v9.xlsx- 15 keywords por topictopic_assignments.csv- Asignación documento→topicvis_*.html- Visualizaciones interactivasmetrics_v9.json- Métricas completas
🔑 Mejoras v9
- ✅ Double-tap update_topics (Gemini)
- ✅ strip_accents='unicode' (Research 2025)
- ✅ max_df=0.4 (más agresivo)
- ✅ 170+ stopwords españoles
Fecha: 2026-01-07 20:42:30
- Created
- Jan 7, 2026
- Updated
- Jan 7, 2026