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Nanonets' IDP Leaderboard tests 16 models on 9,000+ real documents across three benchmarks (messy OCR, layout, business extraction), revealing task-dependent rankings and cost trade-offs.
Practical walkthrough to clone and run AIBuildAI (ranked #1 on OpenAI MLE‑Bench). In 20–120 minutes run a demo build, generate an evaluation report, and reproduce the result.
Anthropic analyzed 1.5M Claude conversations and defines three disempowerment patterns—reality, belief, action. Rare by percent but meaningful at scale; includes monitoring guidance.
DeepMind's FACTS Benchmark Suite evaluates LLM factuality with claim-level tests, error taxonomies and provenance checks. Includes a 5-item quick-start checklist and decision framework.