Triple

T2092739
Position Surface form Disambiguated ID Type / Status
Subject Programming Pearls E32706 entity
Predicate author P4 FINISHED
Object Jon Bentley
Jon Bentley is a computer scientist and author best known for his influential "Programming Pearls" columns and books on programming techniques and problem solving.
E232910 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: Jon Bentley | Statement: [Programming Pearls, author, Jon Bentley]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Jon Bentley
Context triple: [Programming Pearls, author, Jon Bentley]
  • A. Fred Brooks
    Fred Brooks was an influential American computer scientist and software engineering pioneer best known for managing IBM’s System/360 project and authoring the classic book "The Mythical Man-Month."
  • B. John Simon Ritchie
    John Simon Ritchie, better known as Sid Vicious, was the bassist of the pioneering English punk rock band the Sex Pistols and an icon of the 1970s punk movement.
  • C. Alfred V. Aho
    Alfred V. Aho is a Canadian computer scientist renowned for his foundational contributions to algorithms, programming languages, and compiler design, and as a co-creator of the AWK programming language.
  • D. Guy L. Steele Jr.
    Guy L. Steele Jr. is an American computer scientist renowned for his influential work in programming language design, standards, and implementation, including major contributions to Lisp, Scheme, and Java.
  • E. Leslie Valiant
    Leslie Valiant is a renowned computer scientist known for his foundational work in computational learning theory, complexity theory, and artificial intelligence.
  • 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: Jon Bentley
Triple: [Programming Pearls, author, Jon Bentley]
Generated description
Jon Bentley is a computer scientist and author best known for his influential "Programming Pearls" columns and books on programming techniques and problem solving.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Jon Bentley
Target entity description: Jon Bentley is a computer scientist and author best known for his influential "Programming Pearls" columns and books on programming techniques and problem solving.
  • A. Fred Brooks
    Fred Brooks was an influential American computer scientist and software engineering pioneer best known for managing IBM’s System/360 project and authoring the classic book "The Mythical Man-Month."
  • B. John Simon Ritchie
    John Simon Ritchie, better known as Sid Vicious, was the bassist of the pioneering English punk rock band the Sex Pistols and an icon of the 1970s punk movement.
  • C. Alfred V. Aho
    Alfred V. Aho is a Canadian computer scientist renowned for his foundational contributions to algorithms, programming languages, and compiler design, and as a co-creator of the AWK programming language.
  • D. Guy L. Steele Jr.
    Guy L. Steele Jr. is an American computer scientist renowned for his influential work in programming language design, standards, and implementation, including major contributions to Lisp, Scheme, and Java.
  • E. Leslie Valiant
    Leslie Valiant is a renowned computer scientist known for his foundational work in computational learning theory, complexity theory, and artificial intelligence.
  • 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_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.