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Vals AI and NextLadder Release Access to Justice Benchmark

1 reports1 reporting sourcesUpdated 34 min ago

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Vals AI and NextLadder Ventures released the Access to Justice Benchmark on November 10, testing 23 AI models on 252 simulated legal-aid conversations. No model reached the 80% threshold the benchmark sets for a reliable first point of contact; the top scorer, Alibaba's Qwen 3.8 Max, reached 76.4%. Models met 78–87% of criteria for general legal explanations but only 30–50% for identifying specific local resources, and 21 of 23 fell back on national directories in at least 70% of final answers. Free-tier chatbots averaged 69.7% versus 70.4% for premium ones; only xAI showed a clear premium edge, with Grok 4.7 beating Grok 4.6 by about 2.3–2.4 points. The published results use only the 252 public scenarios from a 504-scenario dataset. Models were run through APIs, which approximates but does not reproduce consumer chatbot behavior, and the free/premium tier assignments are Vals AI's estimates rather than confirmed provider mappings. Content-filter refusals counted as zero, which Vals AI says explains Muse Spark 1.3's 41.5% on criminal and records questions.

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November 14
  1. Hacker News · AI
    Vals AI and NextLadder Ventures Release Access to Justice Benchmark: Top Model Qwen 3.8 Max Scores 76.4%, Below 80% Threshold

    Vals AI and NextLadder Ventures released the Access to Justice Benchmark on November 10, testing 23 AI models on 252 simulated legal-aid conversations; no model reached the 80% threshold for a reliable first point of contact, and the top scorer, Alibaba's Qwen 3.8 Max, reached 76.4%. Models met 78–87% of criteria for general legal explanations but only 30–50% for identifying specific local resources, with 21 of 23 falling back on national directories in at least 70% of final answers. Free-tier chatbots averaged 69.7% versus 70.4% for premium ones, and only xAI showed a clear premium edge, with Grok 4.7 beating Grok 4.6 by about 2.3–2.4 points.

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