# Blog · Legalpdf

> Legalpdf — Recent headlines.

- [Auto-Renewal at 91% F1: Annotation Ceiling, Not Model Skill](https://legalpdf.io/blog/auto-renewal-at-91-f1-annotation-ceiling-not-model-skill.php/index.md)
- [Article 63's Ratchet: $0 Egress Rewrites Cloud Exit Clauses](https://legalpdf.io/blog/article-63s-ratchet-0-egress-rewrites-cloud-exit-clauses.php/index.md)
- [California Probate: Affidavit vs. Letters Under the $184,500 Cap](https://legalpdf.io/blog/california-probate-affidavit-vs-letters-under-the-184500-cap.php/index.md)
- [CA Lease Arbitration: Open-Source LLM Cost, Latency & Data](https://legalpdf.io/blog/ca-lease-arbitration-open-source-llm-cost-latency-data.php/index.md)
- [Six NLP Systems, One F1 Winner: Probate Disclaimer Clauses](https://legalpdf.io/blog/six-nlp-systems-one-f1-winner-probate-disclaimer-clauses.php/index.md)
- [Three Clauses Move the Bill: Cap-and-Redline Wins on 1,240 Deals](https://legalpdf.io/blog/three-clauses-move-the-bill-cap-and-redline-wins-on-1240-deals.php/index.md)
- [Long-Context Contract NLP: Benchmarks Over Leaderboards](https://legalpdf.io/blog/long-context-contract-nlp-benchmarks-over-leaderboards.php/index.md)
- [2026 LegalNLP: Why 94% Accuracy Masks Real PDF Clause Risks](https://legalpdf.io/blog/2026-legalnlp-why-94-accuracy-masks-real-pdf-clause-risks.php/index.md)
- [2026 §250: Trigger Math, Case Law, and Decision Framework](https://legalpdf.io/blog/2026-250-trigger-math-case-law-and-decision-framework.php/index.md)
- [Ninth Circuit 2026 Ruling: Auto-Billing Consent Voided](https://legalpdf.io/blog/ninth-circuit-2026-ruling-auto-billing-consent-voided.php/index.md)
- [Predictive Coding: Relativity Benchmark Shows 40% Per-Doc Cut](https://legalpdf.io/blog/predictive-coding-relativity-benchmark-shows-40-per-doc-cut.php/index.md)
- [2026 Lease Clause AI: 94% Accuracy, But Avoid These Mistakes](https://legalpdf.io/blog/2026-lease-clause-ai-94-accuracy-but-avoid-these-mistakes.php/index.md)
- [The Real State of Legal AI in 2025: Cutting Through Innovation Award Hype](https://legalpdf.io/blog/the_real_state_of_legal_ai_in_2025_cutting_through_innovation_award_hype.php/index.md)
- [Fine-Tuning Legal Transformer Cuts False Positives 23% in 10K](https://legalpdf.io/blog/fine-tuning-legal-transformer-cuts-false-positives-23-in-10k.php/index.md)
- [India's 2024 AI Rejection: The Unseen Music Licensing Shift](https://legalpdf.io/blog/indias-2024-ai-rejection-the-unseen-music-licensing-shift.php/index.md)
- [AI Clause Extraction: 92% Precision, But Recall Varies by Region](https://legalpdf.io/blog/ai-clause-extraction-92-precision-but-recall-varies-by-region.php/index.md)

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