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Astra
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- 16 OctPaper finds non‑generative verifier matches LLM accuracy at far lower cost for RAG claims
An arXiv paper compares a non‑generative decision model (Jev) with a frontier LLM (Astra) on 495 human‑labelled retrieval‑augmented generation (RAG) claims from LLM‑AggreFact. The models are statistically indistinguishable on the conventional task metric but differ on specific errors and cost, and a confidence‑gated cascade combining them improves cost‑accuracy tradeoffs.
Research · 1 source
- 15 OctAnthropic reports $16.8 billion Q3 revenue ahead of planned November IPO
Anthropic told investors its third-quarter revenue was $16.8 billion, roughly a 45–50% increase from the prior quarter, and said it was adjusted-profit positive and cash-flow positive. The company is meeting investors in San Francisco as it prepares for a planned November IPO and has reported an 11% adjusted operating margin.
Business · 3 sources
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