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  1. New paper proposes META-IR framework for adaptive safety alignment in LLMs — arXiv cs.AI
  2. New Benchmark Evaluates Reward Models for Deep Research Report Generation — arXiv cs.AI
  3. New Neurosymbolic Approach Combines LLMs with Formal Proof for Logical Natural Language Inference — arXiv cs.CL
  4. Study examines entailment-based elision to curb overly long LLM answers — arXiv cs.CL
  5. Nvidia CEO Jensen Huang faces spy scandal over alleged relationship with Chinese asset Alice Huang — New York Times AI
  6. Anthropic targets $1.4 trillion valuation in IPO, trading expected to begin Nov. 19 — CNBC Technology
  7. Google launches Gemini 4 Carbon across Copilot, API, and Ultra tiers — Google DeepMind Blog
  8. Cognizant Launches Claude Managed Services With 25,000-Strong Frontier Capability Group — Economic Times Tech

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