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spaCy / NLKT

De la exploración académica a la producción industrial, NLTK y spaCy v3 forman el tándem perfecto: NLTK aporta riqueza lingüística y corpora, mientras que spaCy ofrece pipelines de alto rendimiento, Transformers integrados y despliegue optimizado.

Itrion procesa 14 mil M documentos al año con 230 pipelines NLP, cubriendo 20 idiomas con una latencia media de 9 ms por token.

230

Pipelines live

14 B

Docs/año

9 ms

Latencia/token

93 %

F1 NER multi‑idioma

NLTK & spaCy — fuerzas combinadas

NLTK · Precisión académica

  • • 50+ corpora estándar (Brown, Gutenberg, EuroParl).
  • • Algoritmos clásicos: tokenizers, stemmers, POS.
  • • Prototipos rápidos para análisis exploratorio.
  • • Integración con pandas & matplotlib.

spaCy v3 · Producción acelerada

  • • Pipelines Cython & vectorización SIMD.
  • • spacy-transformers para BERT / RoBERTa.
  • • Entrenamiento config‑driven & CLI potente.
  • • Deployment .spacy / ONNX / Triton.

Componentes spaCy listos para su proyecto

Tokenizer
POS Tagger
Dependency Parser
NER Transformer
TextCat Ensemble
Sentencizer
Lemmatizer
EntityRuler DSL

Pipeline NLP empresarial Itrion

1 ▪ Ingesta ETL
2 ▪ NLTK clean
3 ▪ spaCy NER
4 ▪ Rulesets
5 ▪ Serve Triton
6 ▪ Drift Monitor

Fortalezas exclusivas de Itrion

Auto‑optimización F1/s

Herramienta interna que ajusta batch, dropout y width CNN para maximizar F1 por segundo de CPU.

Corpus multilingüe patentado

26 M frases anotadas (es, fr, pt, it, de) mejoran F1 NER +8 pts sobre modelos off‑the‑shelf.

Explainability legal

Dashboards SHAP & LIME exportables a PDF para auditores IA Act.

Anonimización en tiempo real

Entidad PII detectada y anonimizada < 11 ms — cumplimiento RGPD.

Razones para elegir Itrion

  • • Kick‑off en 72 h: pipeline spaCy + reglas listo con F1 > 0,9.
  • • Cost‑efficiency: distil‑models quantized int8 mantienen F1 con –55 % RAM.
  • • Integración streaming: Kafka & Pulsar connectors out‑of‑the‑box.
  • • Soporte 24/7: respuesta S1 < 15 min, rollback automático.

From academic exploration to industrial production, NLTK and spaCy v3 form the perfect tandem: NLTK provides linguistic richness and corpora, while spaCy offers high-performance pipelines, integrated Transformers, and optimized deployment.

Itrion processes 14B documents annually with 230 NLP pipelines, covering 20 languages with an average latency of 9 ms per token.

230

Pipelines live

14B

Docs/year

9 ms

Latency/token

93%

Multilingual NER F1

NLTK & spaCy — combined strengths

NLTK · Academic accuracy

  • • 50+ standard corpora (Brown, Gutenberg, EuroParl).
  • • Classic algorithms: tokenizers, stemmers, POS.
  • • Rapid prototyping for exploratory analysis.
  • • Integration with pandas & matplotlib.

spaCy v3 · Accelerated production

  • • Cython pipelines & SIMD vectorization.
  • • spacy-transformers for BERT / RoBERTa.
  • • Config-driven training & powerful CLI.
  • • Deployment .spacy / ONNX / Triton.

spaCy components ready for your project

Tokenizer
POS Tagger
Dependency Parser
NER Transformer
TextCat Ensemble
Sentencizer
Lemmatizer
EntityRuler DSL

Itrion Enterprise NLP Pipeline

1 ▪ ETL Ingestion
2 ▪ NLTK Clean
3 ▪ spaCy NER
4 ▪ Rulesets
5 ▪ Serve Triton
6 ▪ Drift Monitor

Exclusive Itrion strengths

Auto F1/s optimization

Internal tool tuning batch, dropout, and CNN width to maximize CPU F1 per second.

Proprietary multilingual corpus

26M annotated sentences (es, fr, pt, it, de) boost NER F1 by +8 pts over off-the-shelf models.

Legal explainability

SHAP & LIME dashboards exportable to PDF for AI Act auditors.

Real-time anonymization

PII entity detected and anonymized < 11 ms — GDPR compliant.

Reasons to choose Itrion

  • • Kick-off in 72h: spaCy pipeline + ruleset ready with F1 > 0.9.
  • • Cost-efficient: quantized int8 distil-models maintain F1 with –55% RAM.
  • • Streaming integration: Kafka & Pulsar connectors out-of-the-box.
  • • 24/7 support: S1 response < 15 min, automatic rollback.

At Itrion, we provide direct, professional communication aligned with the objectives of each organisation. We diligently address all requests for information, evaluation, or collaboration that we receive, analysing each case with the seriousness it deserves.

If you wish to present us with a project, evaluate a potential solution, or simply gain a qualified insight into a technological or business challenge, we will be delighted to assist you. Your enquiry will be handled with the utmost care by our team.