Triple

T2092767
Position Surface form Disambiguated ID Type / Status
Subject Programming Pearls E32706 entity
Predicate hasSequel P1961 FINISHED
Object More Programming Pearls
More Programming Pearls is a follow-up collection of essays by Jon Bentley that presents additional practical insights and techniques for writing efficient, elegant programs.
 E32706 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 | Statement: [Programming Pearls, hasSequel, More Programming Pearls]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: More Programming Pearls
Context triple: [Programming Pearls, hasSequel, More Programming Pearls]
  • 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. 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.
  • C. 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.
  • D. The Mythical Man-Month
    The Mythical Man-Month is a classic software engineering book by Fred Brooks that explores the challenges of large-scale software projects and famously argues that adding manpower to a late project makes it later.
  • E. The Art of Computer Programming
    The Art of Computer Programming is Donald Knuth’s seminal multi-volume work that rigorously analyzes algorithms and data structures, widely regarded as one of the most influential and comprehensive texts in computer science.
  • 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
Triple: [Programming Pearls, hasSequel, More Programming Pearls]
Generated description
More Programming Pearls is a follow-up collection of essays by Jon Bentley that presents additional practical insights and techniques for writing efficient, elegant programs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: More Programming Pearls
Target entity description: More Programming Pearls is a follow-up collection of essays by Jon Bentley that presents additional practical insights and techniques for writing efficient, elegant programs.
  • A. Programming Pearls chosen
    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. 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.
  • C. 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.
  • D. The Mythical Man-Month
    The Mythical Man-Month is a classic software engineering book by Fred Brooks that explores the challenges of large-scale software projects and famously argues that adding manpower to a late project makes it later.
  • E. The Art of Computer Programming
    The Art of Computer Programming is Donald Knuth’s seminal multi-volume work that rigorously analyzes algorithms and data structures, widely regarded as one of the most influential and comprehensive texts in computer science.
  • F. None of above.

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_69a885eba0708190999696a45cbec816 completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69abba774ca881909f83cf65ffeb24bb completed March 7, 2026, 5:41 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae2748f09c81908d471b02a185ec1e completed March 9, 2026, 1:50 a.m.
NEDg Description generation batch_69ae27e4a6f88190a6af44f2cc822f31 completed March 9, 2026, 1:52 a.m.
NED2 Entity disambiguation (via description) batch_69ae2876710c81909451744f48337998 completed March 9, 2026, 1:55 a.m.
Created at: March 4, 2026, 7:43 p.m.