Triple

T9635218
Position Surface form Disambiguated ID Type / Status
Subject Jon Bentley E232910 entity
Predicate notableWork P4 FINISHED
Object 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.
 E814970 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: More Programming Pearls (book) | Statement: [Jon Bentley, notableWork, More Programming Pearls (book)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: More Programming Pearls (book)
Context triple: [Jon Bentley, notableWork, More Programming Pearls (book)]
  • 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 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.
  • C. 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.
  • D. The Art of Unix Programming
    The Art of Unix Programming is a book that explores the philosophy, design principles, and culture of Unix software development, emphasizing simplicity, modularity, and the Unix way.
  • 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: More Programming Pearls (book)
Triple: [Jon Bentley, notableWork, More Programming Pearls (book)]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: More Programming Pearls (book)
Target entity description: 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.
  • 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 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.
  • C. 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.
  • D. The Art of Unix Programming
    The Art of Unix Programming is a book that explores the philosophy, design principles, and culture of Unix software development, emphasizing simplicity, modularity, and the Unix way.
  • 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_69ca848940cc8190b97cec654cb3bb4a completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd9b2a0e2c8190ab5aaa223b1e1cde completed April 1, 2026, 10:24 p.m.
NED1 Entity disambiguation (via context triple) batch_69d190e691c48190800660aba2e03b56 completed April 4, 2026, 10:29 p.m.
NEDg Description generation batch_69d193e520cc8190a822a85b8a9b8610 completed April 4, 2026, 10:42 p.m.
NED2 Entity disambiguation (via description) batch_69d1943d67988190aac089266d2d4abc completed April 4, 2026, 10:44 p.m.
Created at: March 30, 2026, 8:11 p.m.