A 150M model that extracts verbatim evidence spans for RAG, no LLM call
150M model replaces LLM calls for evidence extraction with comparable F1 scores.

Structured IACS classification data without the scraper maintenance MarineTraffic requires.
Maritime developers, logistics engineers, supply chain analytics teams
MarineTraffic · Spire Maritime · VesselFinder
150M model replaces LLM calls for evidence extraction with comparable F1 scores.
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