{
  "id": "lei2026revisionrisk",
  "title": "Question Selection and Answer Scoring Shape Revision Risk in Recurrent Language Models",
  "authors": "Ruian Lei, Yazhou Ren, Zenglin Xu",
  "first_public": "2026-10-05",
  "first_public_source": "https://mdpi-res.com/d_attachment/applsci/applsci-16-09857/article_deploy/applsci-16-09857.pdf",
  "first_public_note": "Journal publication date; no earlier preprint identified.",
  "added_at": "2026-10-19",
  "venue": "Applied Sciences 2026",
  "doi": "10.3390/app16199857",
  "paper_url": "https://doi.org/10.3390/app16199857",
  "lens": [
    "analysis",
    "recurrent"
  ],
  "representation": [
    "hidden-state"
  ],
  "computation": [
    "recurrent",
    "depth-wise"
  ],
  "training": [
    "analysis-only"
  ],
  "questions": [
    "evaluation"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "language"
  ],
  "summary": "Tests how answer scoring changes measurements of early-answer stability in Huginn and Ouro. Shows that choosing which questions to answer early and deciding what counts as an answer change must be evaluated separately; lower revision risk did not establish better accuracy or stopping decisions.",
  "provenance": "Primary-source literature search, 2026-10-19",
  "author_names": [
    "Ruian Lei",
    "Yazhou Ren",
    "Zenglin Xu"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/lei2026revisionrisk/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-lei2026revisionrisk",
  "citation_date": "2026-10-05",
  "json_url": "https://latent-implicit-thinking.github.io/papers/lei2026revisionrisk/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/lei2026revisionrisk/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/lei2026revisionrisk/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/lei2026revisionrisk/citation.csl.json",
  "publication": {
    "title": "Question Selection and Answer Scoring Shape Revision Risk in Recurrent Language Models",
    "author_names": [
      "Ruian Lei",
      "Yazhou Ren",
      "Zenglin Xu"
    ],
    "year": 2026,
    "type": "article-journal",
    "container_title": "Applied Sciences",
    "volume": "16",
    "issue": "19",
    "article_number": "9857",
    "doi": "10.3390/app16199857",
    "url": "https://doi.org/10.3390/app16199857",
    "source_url": "https://mdpi-res.com/d_attachment/applsci/applsci-16-09857/article_deploy/applsci-16-09857.pdf",
    "verified_at": "2026-10-19"
  },
  "publication_bibtex_url": "https://latent-implicit-thinking.github.io/papers/lei2026revisionrisk/publication.bib",
  "publication_csl_url": "https://latent-implicit-thinking.github.io/papers/lei2026revisionrisk/publication.csl.json"
}