{
  "accessed_timezone": "Asia/Hong_Kong",
  "sources": [
    {
      "url": "https://huggingface.co/ZY-Lee4/QJev3.5-0.8B-GGUF",
      "accessed": "2026-10-30",
      "excerpt": "0.8B System One-style engine; en+zh; letter logprobs; product 94.4% vs base 27.2%; JevBench public 62.8%."
    },
    {
      "url": "https://huggingface.co/ZY-Lee4/QJev3.5-0.8B",
      "accessed": "2026-10-30",
      "excerpt": "Merged PEFT weights of QJev3.5-0.8B; transformers load without PEFT."
    },
    {
      "url": "https://huggingface.co/datasets/ZY-Lee4/QJev3.5-mix",
      "accessed": "2026-10-30",
      "excerpt": "Training/eval mix; ANLI stripped from published export; SOURCES.md + DATACARD.md."
    },
    {
      "url": "https://huggingface.co/datasets/ZY-Lee4/QJev3.5-mix/raw/main/SOURCES.md",
      "accessed": "2026-10-30",
      "excerpt": "Per-source licenses; ANLI CC-BY-NC internal-only; no official Jev distill redistribution."
    },
    {
      "url": "https://huggingface.co/datasets/ZY-Lee4/QJev3.5-mix/raw/main/DATACARD.md",
      "accessed": "2026-10-30",
      "excerpt": "v8 39231 rows/23 families; positional artifact fix; gate class balance lesson."
    },
    {
      "url": "https://huggingface.co/jaredpalmer/kev-0.8b",
      "accessed": "2026-10-30",
      "excerpt": "Pointer head + LoRA on Qwen3.5-0.8B-Base; System One API; T=2.35."
    },
    {
      "url": "https://github.com/jaredpalmer/kev",
      "accessed": "2026-10-30",
      "excerpt": "Kev family 0.8B–27B; held-out index table vs Jev 54.0."
    },
    {
      "url": "https://huggingface.co/shgao/rsi-jev-v1.0-qwen3.5-0.8b",
      "accessed": "2026-10-30",
      "excerpt": "option_xattn scorer; typed-decisions 0.6175 seed17; fp32 scorer requirement."
    },
    {
      "url": "https://huggingface.co/shgao/rsi-jev-v1.0-qwen3.5-2b",
      "accessed": "2026-10-30",
      "excerpt": "2B sibling; typed-decisions 0.6525 published checkpoint."
    },
    {
      "url": "https://github.com/Shanghua-Gao/RSI-Jev",
      "accessed": "2026-10-30",
      "excerpt": "Code and experiment record for RSI-Jev."
    },
    {
      "url": "https://huggingface.co/togethercomputer/Tev1-0.8B-experimental",
      "accessed": "2026-10-30",
      "excerpt": "SFT letter decision model; retains LM head; experimental."
    },
    {
      "url": "https://github.com/togethercomputer/tev1",
      "accessed": "2026-10-30",
      "excerpt": "Tev1 data recipe and training code."
    },
    {
      "url": "https://huggingface.co/GhostScientist/jev-decisions-v2-model",
      "accessed": "2026-10-30",
      "excerpt": "Full SFT on jev-decisions-v1; dev Acc 0.80; thinking must be off."
    },
    {
      "url": "https://huggingface.co/datasets/GhostScientist/jev-decisions-v1",
      "accessed": "2026-10-30",
      "excerpt": "8702 train / 400 dev; seed+synthetic; messages for TRL."
    },
    {
      "url": "https://huggingface.co/internlm/Intern-Decision-0.8B",
      "accessed": "2026-10-30",
      "excerpt": "Masked symbol readout; multimodal; suite average 79.38; T≈2.75."
    },
    {
      "url": "https://huggingface.co/datasets/LocalLLaMA/typed-decisions",
      "accessed": "2026-10-30",
      "excerpt": "400 test cases / 2000 decisions; soft gold; specialist vs zero-shot split."
    },
    {
      "url": "https://huggingface.co/datasets/n4ze3m/typed-decisions-synth",
      "accessed": "2026-10-30",
      "excerpt": "7414 cases soft labels; MIT; excludes typed-decisions workflows."
    },
    {
      "url": "https://arxiv.org/abs/2610.02076",
      "accessed": "2026-10-30",
      "excerpt": "LLM-as-Jev paper; prefix-free scoring; L_tree+KL; JevBench diagnostic protocol."
    },
    {
      "url": "https://arxiv.org/html/2610.02076",
      "accessed": "2026-10-30",
      "excerpt": "HTML full text used for algorithm and data tables."
    },
    {
      "url": "https://docs.typesafe.ai/models.md",
      "accessed": "2026-10-30",
      "excerpt": "Official Jev 1.14/1.13; /v1/systemone; jev-latest alias."
    },
    {
      "url": "https://docs.typesafe.ai/primitives/noul.md",
      "accessed": "2026-10-30",
      "excerpt": "Noul = P(yes); criteria true/false optional."
    },
    {
      "url": "https://github.com/fstandhartinger/jevbench",
      "accessed": "2026-10-30",
      "excerpt": "JevBench harness; public tasks; training on public split must be disclosed."
    },
    {
      "url": "https://benchmarkheaven.com/jev-models",
      "accessed": "2026-10-30",
      "excerpt": "Canonical JevBench leaderboard (Benchmark Heaven)."
    },
    {
      "url": "https://huggingface.co/HopitAI/hopper",
      "accessed": "2026-10-30",
      "excerpt": "Hopper community decision model (~4B line)."
    },
    {
      "url": "https://huggingface.co/crh225/plumb-4b",
      "accessed": "2026-10-30",
      "excerpt": "Plumb-4B; high public / low sealed pattern cited in LLM-as-Jev."
    },
    {
      "url": "file:///workspace/x/llm-as-jev-notes.md",
      "accessed": "2026-10-30",
      "excerpt": "User Chinese study notes on LLM-as-Jev with paper numbers."
    }
  ]
}