Triple

T1531203
Position Surface form Disambiguated ID Type / Status
Subject The Art of Computer Programming E32446 entity
Predicate hasPart P35 FINISHED
Object The Art of Computer Programming, Volume 2: Seminumerical Algorithms
The Art of Computer Programming, Volume 2: Seminumerical Algorithms is Donald Knuth’s seminal work focusing on algorithms for arithmetic, random number generation, and other foundational seminumerical methods in computer science.
E32446 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: The Art of Computer Programming, Volume 2: Seminumerical Algorithms | Statement: [The Art of Computer Programming, hasPart, The Art of Computer Programming, Volume 2: Seminumerical Algorithms]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Art of Computer Programming, Volume 2: Seminumerical Algorithms
Context triple: [The Art of Computer Programming, hasPart, The Art of Computer Programming, Volume 2: Seminumerical Algorithms]
  • A. 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.
  • B. Concrete Mathematics
    Concrete Mathematics is a widely respected textbook by Ronald Graham, Donald Knuth, and Oren Patashnik that blends continuous and discrete mathematics with an emphasis on problem-solving and rigorous analysis, especially for computer science applications.
  • C. 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.
  • D. Introduction to Algorithms
    Introduction to Algorithms is a widely used, comprehensive textbook on algorithms and data structures, renowned for its rigorous yet accessible coverage of theoretical and practical topics in computer science.
  • E. 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.
  • 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: The Art of Computer Programming, Volume 2: Seminumerical Algorithms
Triple: [The Art of Computer Programming, hasPart, The Art of Computer Programming, Volume 2: Seminumerical Algorithms]
Generated description
The Art of Computer Programming, Volume 2: Seminumerical Algorithms is Donald Knuth’s seminal work focusing on algorithms for arithmetic, random number generation, and other foundational seminumerical methods in computer science.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Art of Computer Programming, Volume 2: Seminumerical Algorithms
Target entity description: The Art of Computer Programming, Volume 2: Seminumerical Algorithms is Donald Knuth’s seminal work focusing on algorithms for arithmetic, random number generation, and other foundational seminumerical methods in computer science.
  • A. The Art of Computer Programming chosen
    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.
  • B. Concrete Mathematics
    Concrete Mathematics is a widely respected textbook by Ronald Graham, Donald Knuth, and Oren Patashnik that blends continuous and discrete mathematics with an emphasis on problem-solving and rigorous analysis, especially for computer science applications.
  • C. 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.
  • D. Introduction to Algorithms
    Introduction to Algorithms is a widely used, comprehensive textbook on algorithms and data structures, renowned for its rigorous yet accessible coverage of theoretical and practical topics in computer science.
  • E. 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.
  • 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_69a885ea86308190998f6bc14bb91f8e completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a90816b5e88190aa92a8558e35744b completed March 5, 2026, 4:35 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad30942dc481908de85bd2ca30c0bd completed March 8, 2026, 8:17 a.m.
NEDg Description generation batch_69ad3104afe88190a8d783dd38d4f2fd completed March 8, 2026, 8:19 a.m.
NED2 Entity disambiguation (via description) batch_69ad31a17f5c8190b0d56b449f79cca5 completed March 8, 2026, 8:21 a.m.
Created at: March 4, 2026, 7:26 p.m.