Triple

T13566273
Position Surface form Disambiguated ID Type / Status
Subject Michael Abrash E324042 entity
Predicate notableWork P4 FINISHED
Object Zen of Code Optimization
Zen of Code Optimization is a classic book by Michael Abrash that teaches low-level performance tuning and efficient programming techniques, particularly in the context of graphics and game development.
 E1046295 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: Zen of Code Optimization | Statement: [Michael Abrash, notableWork, Zen of Code Optimization]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Zen of Code Optimization
Context triple: [Michael Abrash, notableWork, Zen of Code Optimization]
  • A. Programming Pearls
    Programming Pearls is a classic computer science book by Jon Bentley that teaches practical problem-solving, algorithm design, and programming techniques through engaging essays and puzzles.
  • B. The Elements of Programming Style
    The Elements of Programming Style is a classic software engineering book that promotes clear, concise, and readable code through practical examples and principles.
  • C. More Programming Pearls (book)
    More Programming Pearls is a follow-up collection of essays by Jon Bentley that explores practical techniques and thought processes for solving challenging programming and algorithmic problems.
  • D. The Practice of Programming
    The Practice of Programming is a widely respected book by Brian W. Kernighan and Rob Pike that teaches practical software development techniques, emphasizing clear code, debugging, testing, and performance.
  • E. Algorithms + Data Structures = Programs
    "Algorithms + Data Structures = Programs" is a classic computer science textbook by Niklaus Wirth that systematically teaches how combining appropriate data structures with algorithms leads to effective and efficient programs.
  • 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: Zen of Code Optimization
Triple: [Michael Abrash, notableWork, Zen of Code Optimization]
Generated description
Zen of Code Optimization is a classic book by Michael Abrash that teaches low-level performance tuning and efficient programming techniques, particularly in the context of graphics and game development.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Zen of Code Optimization
Target entity description: Zen of Code Optimization is a classic book by Michael Abrash that teaches low-level performance tuning and efficient programming techniques, particularly in the context of graphics and game development.
  • A. Programming Pearls
    Programming Pearls is a classic computer science book by Jon Bentley that teaches practical problem-solving, algorithm design, and programming techniques through engaging essays and puzzles.
  • B. The Elements of Programming Style
    The Elements of Programming Style is a classic software engineering book that promotes clear, concise, and readable code through practical examples and principles.
  • C. More Programming Pearls (book)
    More Programming Pearls is a follow-up collection of essays by Jon Bentley that explores practical techniques and thought processes for solving challenging programming and algorithmic problems.
  • D. The Practice of Programming
    The Practice of Programming is a widely respected book by Brian W. Kernighan and Rob Pike that teaches practical software development techniques, emphasizing clear code, debugging, testing, and performance.
  • E. Algorithms + Data Structures = Programs
    "Algorithms + Data Structures = Programs" is a classic computer science textbook by Niklaus Wirth that systematically teaches how combining appropriate data structures with algorithms leads to effective and efficient programs.
  • 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_69d8076830b48190910a902bae5888e2 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69dbb00cecd48190a9a2caff3d424817 completed April 12, 2026, 2:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69f75db031d88190983e3ccd054082bd completed May 3, 2026, 2:37 p.m.
NEDg Description generation batch_69f75e4222d481909781824cefb69b49 completed May 3, 2026, 2:40 p.m.
NED2 Entity disambiguation (via description) batch_69f75e9fc1508190800291a16840a9a8 completed May 3, 2026, 2:41 p.m.
Created at: April 9, 2026, 9:48 p.m.