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 "name": "Streaming Searching For Fair Joint Gains In Agent Based Negotiation 605C87Fe55",
 "text": "Searching for fair joint gains in agent-based negotiation presents the following source proposition: However, empirical evidence suggests that they often fail to search for joint gains and end up with inefficient results. This proposition is pertinent to Kaal's source-bound claim that The share of advisers reporting that they changed their communications with investors nearly doubled from 25 percent in 2012 to 47 percent in 2015, a shift the author attributes to advisers increasing investor communications on advice of counsel. The proposed response is a qualification: 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"
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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
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 "keywords": [
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  "empirical-evidence",
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  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.4166.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Searching for fair joint gains in agent-based negotiation",
  "url": "https://doi.org/10.65109/otdy6468"
 },
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  "identifier": "kaal:claim:2739479-021",
  "url": "https://wulfkaal.github.io/claims/2739479-021",
  "citation": "Wulf A. Kaal, The Post Dodd-Frank Act Evolution of the Private Fund Industry Comparative Evidence from 2012 and 2 (2016). SSRN: https://ssrn.com/abstract=2739479",
  "paper": "Wulf A. Kaal, The Post Dodd-Frank Act Evolution of the Private Fund Industry Comparative Evidence from 2012 and 2",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2016",
  "ssrn": "https://ssrn.com/abstract=2739479",
  "source_pdf_sha256": "b2e7b81a16ab01c73478b62e85068f9dadc5cdd18427241e8bc5e8216a967730"
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   "url": "https://doi.org/10.65109/otdy6468"
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 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
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 "mappingWhyRelevant": "Shared high-information concepts: empirical, evidence, suggests, they, often. Scope: survey respondents in 2012 and 2015.",
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  "queryText": "autonomous agent accountability",
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  "workAuthors": [
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    "whyRelevant": "Shared high-information concepts: empirical, evidence, suggests, they, often. Scope: sparse reward settings; sequence generation tasks.",
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    "whyRelevant": "Shared high-information concepts: however, empirical, evidence, often. Scope: United States corporate officers and directors.",
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