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Topic: Text Classification

From Labels to Prompts: LLMs Match Supervised Warranty Classification

Under the Hood

From Labels to Prompts: LLMs Match Supervised Warranty Classification

Nov 14, 2025320

Prompted LLMs, tuned through reasoning-led iteration, matched a supervised warranty classifier and shifted the bottleneck from labeled data to instructions.

Prompt EngineeringAI BenchmarksCorporate AI StrategyText Classification

Canonicalizing LLM Labels with Embeddings and DSU

Under the Hood

Canonicalizing LLM Labels with Embeddings and DSU

Oct 21, 2025318

Use embeddings + vector search + DSU clustering to canonicalize LLM-generated labels, yielding consistent, cheaper, and faster classification at scale.

Text ClassificationAI ArchitectureVector EmbeddingsTechnology Economics