{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-08-08-003",
 "identifier": "kaal:position:2026-08-08-003",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming From Large Language Models To Small Logic Programs Building Global Expla E936719A71",
 "text": "Andrea Agiollo, Luciano Cavalcante Siebert, Pradeep K. Murukannaiah, Andrea Omicini qualify Kaal's source-bound position through From large language models to small logic programs: building global explanations from disagreeing local post-hoc explainers. The indexed proposition states that however, to the best of our knowledge, a thorough comparison among available explainability techniques is currently missing, as well as approaches for constructing global post-hoc explanations leveraging the local information. This bears on Kaal's claim that post hoc explainability techniques do not by themselves establish trustworthiness; the explanations they produce must additionally be verified against human knowledge. The reported absence of thorough comparisons and global post-hoc synthesis reinforces the incompleteness of explanation output, while it does not independently establish Kaal's human-knowledge verification requirement. The response is limited to the indexed proposition and does not imply review of the full external work.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
 "datePublished": "2026-08-08",
 "dateModified": "2026-08-08",
 "creativeWorkStatus": "Affirmed",
 "responseType": "qualification",
 "keywords": [
  "ai-and-agents",
  "reputation",
  "historical-response",
  "scholarly-literature",
  "crossref"
 ],
 "scope_conditions": [
  "The response is limited to the retrieved source proposition and mapped Kaal claim unless fuller source review supports a broader conclusion.",
  "External evidence level: abstract indexed.",
  "Mapping review tier: substantively reviewed abstract-level qualification.",
  "Primary mapping confidence: 0.5.",
  "The primary mapping cleared the automated ambiguity test; substantive scope remains review-bound.",
  "Evidence is limited to an indexed abstract proposition and bibliographic identity; full text was not reviewed in this pass.",
  "The response does not treat lexical overlap or the original automated mapping score as evidence.",
  "The relationship is intentionally framed as a qualification and does not establish equivalence between the sources."
 ],
 "currentDebate": {
  "name": "From large language models to small logic programs: building global explanations from disagreeing local post-hoc explainers",
  "url": "https://doi.org/10.1007/s10458-024-09663-8"
 },
 "extends": {
  "identifier": "kaal:claim:5541658-012",
  "url": "https://wulfkaal.github.io/claims/5541658-012",
  "citation": "Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658",
  "paper": "Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5541658",
  "source_pdf_sha256": "e543a2d698fcd522d4d02e034cc9ee1344d0015d2c824b40b9e05ab7c0728c60"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/5541658-012"
  },
  {
   "@type": "CreativeWork",
   "name": "From large language models to small logic programs: building global explanations from disagreeing local post-hoc explainers",
   "url": "https://doi.org/10.1007/s10458-024-09663-8"
  }
 ],
 "batch_id": "kaal-review:2026-08-08:backlog-substantive-0001-reviewed-v2",
 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#review",
 "publicationStatus": "public",
 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-08-08-003",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-08-08-003.md",
 "candidateId": "kaal:response-draft:2026-08-01:16bc4898ba204df40472",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "substantively reviewed abstract-level qualification",
 "mappingConfidence": 0.5,
 "mappingAmbiguous": false,
 "mappingMethod": "complete-corpus remap plus source-level proposition, mechanism, and scope adjudication",
 "mappingWhyRelevant": "The reported absence of thorough comparisons and global post-hoc synthesis reinforces the incompleteness of explanation output, while it does not independently establish Kaal's human-knowledge verification requirement.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.1007/s10458-024-09663-8",
  "queryId": "concept:a2c487c0792c",
  "queryText": "autonomous agent accountability",
  "canonicalUrl": "https://doi.org/10.1007/s10458-024-09663-8",
  "doi": "10.1007/s10458-024-09663-8",
  "externalIds": {
   "DOI": "10.1007/s10458-024-09663-8",
   "Crossref": "10.1007/s10458-024-09663-8"
  },
  "retrievedAt": "2026-07-31T21:31:29.962Z",
  "providerPage": 7,
  "rawObservationSha256": "8ced2021adeef92a5f21c5fe51e7fd2b07944d99b1554b4f9c17d5bdd67a1af4",
  "inputSnapshotSha256": "baba910bf54aff5ab24755b39f834fe6726a308cecc0dd2f7fb86cc5a4670e29",
  "inputLine": 6508,
  "chunkId": "crossref-en-00015",
  "workId": "work:doi:10.1007/s10458-024-09663-8",
  "workAuthors": [
   "Andrea Agiollo",
   "Luciano Cavalcante Siebert",
   "Pradeep K. Murukannaiah",
   "Andrea Omicini"
  ],
  "workPublishedAt": "2024-12-01",
  "identityKeys": [
   "doi:10.1007/s10458-024-09663-8",
   "crossref:10.1007/s10458-024-09663-8",
   "url:https://doi.org/10.1007/s10458-024-09663-8",
   "title:578fd2fbc8461639f3afa961",
   "proposition:6c6b450663766a78f8e3f8a51a6426de5e7bb90d3431cd2ab7e12c3c903224ea"
  ],
  "sourceProposition": "However, to the best of our knowledge, a thorough comparison among available explainability techniques is currently missing, as well as approaches for constructing global post-hoc explanations leveraging the local information.",
  "sourcePropositionSha256": "6c6b450663766a78f8e3f8a51a6426de5e7bb90d3431cd2ab7e12c3c903224ea",
  "sourcePropositionIndex": 3,
  "claimMappings": [
   {
    "claimId": "kaal:claim:5541658-012",
    "claimUrl": "https://wulfkaal.github.io/claims/5541658-012",
    "rank": 1,
    "confidence": 0.5,
    "method": "complete-corpus remap plus source-level proposition, mechanism, and scope adjudication",
    "whyRelevant": "The reported absence of thorough comparisons and global post-hoc synthesis reinforces the incompleteness of explanation output, while it does not independently establish Kaal's human-knowledge verification requirement.",
    "ambiguous": false
   }
  ],
  "substantiveReview": {
   "disposition": "retained",
   "reviewedAt": "2026-08-08T14:25:09.798Z",
   "reviewer": "Codex full-backlog substantive review",
   "rationale": "The reported absence of thorough comparisons and global post-hoc synthesis reinforces the incompleteness of explanation output, while it does not independently establish Kaal's human-knowledge verification requirement.",
   "limitations": [
    "Evidence is limited to an indexed abstract proposition and bibliographic identity; full text was not reviewed in this pass.",
    "The response does not treat lexical overlap or the original automated mapping score as evidence.",
    "The relationship is intentionally framed as a qualification and does not establish equivalence between the sources."
   ],
   "sourceIdentity": {
    "source": "Crossref REST work record",
    "doi": "10.1007/s10458-024-09663-8",
    "title": "From large language models to small logic programs: building global explanations from disagreeing local post-hoc explainers",
    "checkedAt": "2026-08-08T14:25:09.798Z"
   },
   "reviewVersion": "corrected-publication-snapshot-v2",
   "supersedesRetainedSnapshotSha256": "78ef783b10016f3097780fdeed961f7bf842c9675bd085b757b54be352d7a2e5",
   "correction": "Corrected singular-author verb agreement and decoded presentation-only HTML entities; substantive mapping, rationale, evidence limitation, and disposition are unchanged."
  }
 },
 "userAffirmation": "Wulf A. Kaal authorized substantive review of the 22,119 private candidates and addition of defensible retained response claims to the canonical claims record on 2026-08-08 under standing automatic-publication authority.",
 "sha256": "39a725603e43de39890bd9bebf6d11fc193ec2139c462b164a4cc4a5237ae59e"
}
