Topic

NLP

6 posts tagged NLP from Intel DevOps AI.

semantic search vector embeddings intelligence retrieval

Semantic Search vs. Vector Embeddings in Intelligence Retrieval: Choosing the Right Tool for Classified Document Corpora

A practical breakdown of semantic search and vector embeddings for classified intelligence document retrieval, what each does well and where each fails.

R. Tanaka

· May 28, 2026 · 4 min read

Entity Resolution Across Intelligence Data Sources: Matching Names, Aliases, and Identities at Scale

How ML-powered entity resolution tackles the alias, transliteration, and identity-matching problems that break traditional intelligence workflows.

R. Tanaka

· May 14, 2026 · 4 min read

knowledge graphs NLP

Knowledge Graph Construction from Unstructured Intelligence Reporting: A Practitioner's Guide

How to extract structured knowledge graphs from raw intelligence reports using NLP pipelines, and why most implementations fail at the entity resolution step.

R. Tanaka

· May 11, 2026 · 5 min read

LLM temporal reasoning

Temporal Reasoning in Intelligence LLMs: Why Time-Aware Models Outperform Static Embeddings

Static LLM embeddings decay fast in intelligence work. Here's why temporal reasoning models change the calculus for analysts working time-sensitive collections.

R. Tanaka

· May 4, 2026 · 5 min read

LLM fine-tuning