{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7104",
 "identifier": "kaal:position:2026-07-31-7104",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Economics Model For Federated Llm Training Via Blockchain 013B849935",
 "text": "Economics Model for Federated LLM Training via Blockchain presents the following source proposition: The proposed framework integrates game-theoretic modeling with smart contracts to quantify participant contributions and determine corresponding rewards. This proposition is pertinent to Kaal's source-bound claim that Weighted voting creates a Nash equilibrium favoring honest participation, because creating additional Sybil identities yields no extra voting power absent corresponding contributions. The proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "governance-design",
  "economics",
  "consensus-and-security",
  "historical-response",
  "scholarly-literature",
  "semantic-scholar"
 ],
 "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: moderate-confidence claim review.",
  "Primary mapping confidence: 0.4516.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Economics Model for Federated LLM Training via Blockchain",
  "url": "https://www.semanticscholar.org/paper/d09cae1dbfcf58783bb439afd48c87af88a57251"
 },
 "extends": {
  "identifier": "kaal:claim:5225296-032",
  "url": "https://wulfkaal.github.io/claims/5225296-032",
  "citation": "Wulf A. Kaal, Cryptographic Foundations and Interdisciplinary Dimensions of the Secure Proof of Stake (SPoS) Conse (2025). SSRN: https://ssrn.com/abstract=5225296",
  "paper": "Wulf A. Kaal, Cryptographic Foundations and Interdisciplinary Dimensions of the Secure Proof of Stake (SPoS) Conse",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2025",
  "ssrn": "https://ssrn.com/abstract=5225296",
  "source_pdf_sha256": "b2fec675d906334ad67e13b2d97261dc31e38061022867eb3f9ceadd95f4878d"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/5225296-032"
  },
  {
   "@type": "CreativeWork",
   "name": "Economics Model for Federated LLM Training via Blockchain",
   "url": "https://www.semanticscholar.org/paper/d09cae1dbfcf58783bb439afd48c87af88a57251"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0007",
 "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/2026-07-31-7104",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7104.md",
 "candidateId": "kaal:response-draft:2026-07-31:f5046fe9b958d194d3e2",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4516,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: economics, game, theoretic, contributions, corresponding. Scope: constrained by cryptographic and temporal verification mechanisms.",
 "sourceProvenance": {
  "source": "semantic-scholar",
  "sourceRecordId": "d09cae1dbfcf58783bb439afd48c87af88a57251",
  "queryId": "concept:b78ed75f4a0b",
  "queryText": "decentralization governance",
  "canonicalUrl": "https://www.semanticscholar.org/paper/d09cae1dbfcf58783bb439afd48c87af88a57251",
  "doi": "10.1145/3774905.3794694",
  "externalIds": {
   "DBLP": "conf/www/DasS26",
   "DOI": "10.1145/3774905.3794694",
   "CorpusId": 288779464,
   "SemanticScholar": "d09cae1dbfcf58783bb439afd48c87af88a57251"
  },
  "retrievedAt": "2026-07-31T13:59:07.126Z",
  "providerPage": 2,
  "rawObservationSha256": "f1970a254286d6ba4994754030972dd33830b719b88dbc97ce80a05faf809120",
  "inputSnapshotSha256": "96a846999aefd65306457ebd7971f1abef182a04b39a927618f8460274d795ab",
  "inputLine": 12059,
  "chunkId": "semantic-scholar-00004",
  "workId": "work:doi:10.1145/3774905.3794694",
  "workAuthors": [
   "Soumyadeep Das",
   "Madhusudan Singh"
  ],
  "workPublishedAt": "2026-05-28",
  "identityKeys": [
   "doi:10.1145/3774905.3794694",
   "semantic-scholar:d09cae1dbfcf58783bb439afd48c87af88a57251",
   "url:https://www.semanticscholar.org/paper/d09cae1dbfcf58783bb439afd48c87af88a57251",
   "title:d597db6c0568820ef5bb8f83",
   "proposition:5612d7a9fe1d201775e27e4a55f7238364d0eba790a58f320683b19417737b1b"
  ],
  "sourceProposition": "The proposed framework integrates game-theoretic modeling with smart contracts to quantify participant contributions and determine corresponding rewards.",
  "sourcePropositionSha256": "1e37fbc893a9d89666017bedc803a5e3d5b60b8f2c860becaec7fd1cd96c576e",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:5225296-032",
    "claimUrl": "https://wulfkaal.github.io/claims/5225296-032",
    "rank": 1,
    "confidence": 0.4516,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: economics, game, theoretic, contributions, corresponding. Scope: constrained by cryptographic and temporal verification mechanisms.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:4900880-033",
    "claimUrl": "https://wulfkaal.github.io/claims/4900880-033",
    "rank": 2,
    "confidence": 0.399,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: economics, training, computer, science. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:3782217-011",
    "claimUrl": "https://wulfkaal.github.io/claims/3782217-011",
    "rank": 3,
    "confidence": 0.3869,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: game, theoretic, smart, contracts. Scope: questions with a verifiable focal answer.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5225296-037",
    "claimUrl": "https://wulfkaal.github.io/claims/5225296-037",
    "rank": 4,
    "confidence": 0.3814,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: economics, via, game, theoretic. Scope: review source claim scope.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:6192998-014",
    "claimUrl": "https://wulfkaal.github.io/claims/6192998-014",
    "rank": 5,
    "confidence": 0.3765,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: economics, framework, game, theoretic. Scope: review source claim scope.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0007, SHA-256 bf2213ee9446b647b40daf2de1dd804cd8b36c263bf153c654dd31f4a135b831, as written and authorize publication of all 154 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
 "sha256": "4475af3c29ea94765767b13602dd00276522a118edae548cbfc8c8268b261b50"
}