Triple

T12797754
Position Surface form Disambiguated ID Type / Status
Subject Scott Aaronson E305932 entity
Predicate notableWork P4 FINISHED
Object Why Philosophers Should Care About Computational Complexity
"Why Philosophers Should Care About Computational Complexity" is an influential essay by computer scientist Scott Aaronson that explores how concepts from computational complexity theory illuminate and challenge traditional problems in philosophy, such as knowledge, rationality, and the nature of mathematical truth.
E1002081 NE FINISHED

How this triple was built (4 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: Why Philosophers Should Care About Computational Complexity | Statement: [Scott Aaronson, notableWork, Why Philosophers Should Care About Computational Complexity]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Why Philosophers Should Care About Computational Complexity
Context triple: [Scott Aaronson, notableWork, Why Philosophers Should Care About Computational Complexity]
  • A. Computational Complexity: A Conceptual Perspective
    Computational Complexity: A Conceptual Perspective is a graduate-level textbook that presents the foundations and key themes of computational complexity theory with an emphasis on conceptual understanding over technical detail.
  • B. “Probabilistic computations: Toward a unified measure of complexity”
    “Probabilistic computations: Toward a unified measure of complexity” is a seminal research paper by Andrew Yao that laid foundational concepts in computational complexity theory, particularly regarding the role and analysis of randomness in algorithms.
  • C. P, NP, and NP-Completeness: The Basics of Complexity Theory
    "P, NP, and NP-Completeness: The Basics of Complexity Theory" is a foundational textbook by Oded Goldreich that introduces the core concepts, problems, and techniques of computational complexity theory, with a focus on the classes P, NP, and NP-complete problems.
  • D. Outline of a Mathematical Theory of Computation
    Outline of a Mathematical Theory of Computation is a foundational work by Dana Scott that helped establish the theoretical underpinnings of computer science through the development of denotational semantics and domain theory.
  • E. Papadimitriou: Computational Complexity
    "Papadimitriou: Computational Complexity" is a widely used graduate-level textbook that systematically develops the theory of computational complexity, including classes like P and NP and the foundations of NP-completeness.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Why Philosophers Should Care About Computational Complexity
Triple: [Scott Aaronson, notableWork, Why Philosophers Should Care About Computational Complexity]
Generated description
"Why Philosophers Should Care About Computational Complexity" is an influential essay by computer scientist Scott Aaronson that explores how concepts from computational complexity theory illuminate and challenge traditional problems in philosophy, such as knowledge, rationality, and the nature of mathematical truth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Why Philosophers Should Care About Computational Complexity
Target entity description: "Why Philosophers Should Care About Computational Complexity" is an influential essay by computer scientist Scott Aaronson that explores how concepts from computational complexity theory illuminate and challenge traditional problems in philosophy, such as knowledge, rationality, and the nature of mathematical truth.
  • A. Computational Complexity: A Conceptual Perspective
    Computational Complexity: A Conceptual Perspective is a graduate-level textbook that presents the foundations and key themes of computational complexity theory with an emphasis on conceptual understanding over technical detail.
  • B. “Probabilistic computations: Toward a unified measure of complexity”
    “Probabilistic computations: Toward a unified measure of complexity” is a seminal research paper by Andrew Yao that laid foundational concepts in computational complexity theory, particularly regarding the role and analysis of randomness in algorithms.
  • C. P, NP, and NP-Completeness: The Basics of Complexity Theory
    "P, NP, and NP-Completeness: The Basics of Complexity Theory" is a foundational textbook by Oded Goldreich that introduces the core concepts, problems, and techniques of computational complexity theory, with a focus on the classes P, NP, and NP-complete problems.
  • D. Outline of a Mathematical Theory of Computation
    Outline of a Mathematical Theory of Computation is a foundational work by Dana Scott that helped establish the theoretical underpinnings of computer science through the development of denotational semantics and domain theory.
  • E. Papadimitriou: Computational Complexity
    "Papadimitriou: Computational Complexity" is a widely used graduate-level textbook that systematically develops the theory of computational complexity, including classes like P and NP and the foundations of NP-completeness.
  • F. None of above. chosen

Provenance (5 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_69d7bdf366888190a8cccb982606889c completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d96e6f858c8190915ede38e9a6a2df completed April 10, 2026, 9:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6850d6ebc8190aaffcac09f4b15eb completed May 2, 2026, 11:13 p.m.
NEDg Description generation batch_69f6863fada48190afe2ff7896a60094 completed May 2, 2026, 11:18 p.m.
NED2 Entity disambiguation (via description) batch_69f686bcac94819088782273effbb06a completed May 2, 2026, 11:20 p.m.
Created at: April 9, 2026, 5:30 p.m.