version
string | created
string | k_natural
int64 | total_docs
int64 | dedup_threshold
float64 | min_keywords_safe
int64 | mmr_diversity
float64 | improvements
list |
|---|---|---|---|---|---|---|---|
v21
|
2026-01-13T17:07:41.278568
| 50
| 3,268
| 0.7
| 6
| 0.7
|
[
"SmartDeduplicator with 0.7 threshold (more permissive)",
"Safety net: minimum 6 keywords guaranteed",
"Enhanced stopwords (months, years, generic terms)",
"Visualizations auto-generated"
] |
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empty or missing yaml metadata in repo card
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🏆 BERTopic v21 - THE MASTERPIECE
Mejoras sobre v20:
- SmartDeduplicator (0.7): Más permisivo, conserva "Argentina", "transfronterizo"
- Safety Net: Garantiza mínimo 6 keywords por topic
- Stopwords SOTA: Sin meses, años, nombres personales
- Visualizaciones: Barcharts y mapas HTML automáticos
Métricas:
- K Natural: 50
- Total docs: 3,268
- Timestamp: 2026-01-13 17:07:41.278922
Archivos:
bertopic_topic_explanations_v21.xlsx: Keywords por Kdocumentos_por_topico/: CSVs con noticias por topicvisualizaciones/: HTMLs interactivosembeddings.npy: Cache de embeddings Qwen
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