Triple

T18629605
Position Surface form Disambiguated ID Type / Status
Subject Arthur Guez E455377 entity
Predicate coAuthorOf P2389 FINISHED
Object Investigating Model-Free Planning in Human Choice Prediction NE NERFINISHED

How this triple was built (3 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Investigating Model-Free Planning in Human Choice Prediction | Statement: [Arthur Guez, coAuthorOf, Investigating Model-Free Planning in Human Choice Prediction]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Investigating Model-Free Planning in Human Choice Prediction
Context triple: [Arthur Guez, coAuthorOf, Investigating Model-Free Planning in Human Choice Prediction]
  • A. Plans and Situated Actions
    Plans and Situated Actions is a seminal book by anthropologist Lucy Suchman that critiques traditional cognitive models of human action and argues that human behavior is fundamentally situated in its social and material context.
  • B. Center for Adaptive Rationality
    The Center for Adaptive Rationality is a research unit that investigates how humans make decisions and reason under uncertainty, often using insights from psychology, economics, and cognitive science.
  • C. Toward a General Theory of Action
    Toward a General Theory of Action is a foundational sociological work that systematically outlines a comprehensive framework for understanding human action and social systems.
  • D. Models of Bounded Rationality
    Models of Bounded Rationality is a collection of Herbert A. Simon’s influential works that develop the concept of bounded rationality, explaining how real-world decision-making is constrained by limited information, cognitive capacity, and time.
  • E. “A neural substrate of prediction and reward”
    “A neural substrate of prediction and reward” is a highly influential neuroscience paper that elucidates how dopaminergic brain systems encode reward prediction signals fundamental to learning and decision-making.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Investigating Model-Free Planning in Human Choice Prediction
Target entity description: "Investigating Model-Free Planning in Human Choice Prediction" is a research paper in computational cognitive science that examines how model-free reinforcement learning mechanisms can account for human planning and decision-making behavior.
  • A. Plans and Situated Actions
    Plans and Situated Actions is a seminal book by anthropologist Lucy Suchman that critiques traditional cognitive models of human action and argues that human behavior is fundamentally situated in its social and material context.
  • B. Center for Adaptive Rationality
    The Center for Adaptive Rationality is a research unit that investigates how humans make decisions and reason under uncertainty, often using insights from psychology, economics, and cognitive science.
  • C. Toward a General Theory of Action
    Toward a General Theory of Action is a foundational sociological work that systematically outlines a comprehensive framework for understanding human action and social systems.
  • D. Models of Bounded Rationality
    Models of Bounded Rationality is a collection of Herbert A. Simon’s influential works that develop the concept of bounded rationality, explaining how real-world decision-making is constrained by limited information, cognitive capacity, and time.
  • E. “A neural substrate of prediction and reward”
    “A neural substrate of prediction and reward” is a highly influential neuroscience paper that elucidates how dopaminergic brain systems encode reward prediction signals fundamental to learning and decision-making.
  • F. None of above. chosen

Provenance (2 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d8d38cc7948190a55ea64e5638994e completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e54f06f4a081909b64f33814577488 completed April 19, 2026, 9:54 p.m.
Created at: April 10, 2026, 11:46 a.m.