Triple

T1531648
Position Surface form Disambiguated ID Type / Status
Subject Clean Code: A Handbook of Agile Software Craftsmanship E32455 entity
Predicate author P4 FINISHED
Object Uncle Bob
Uncle Bob is the nickname of Robert C. Martin, a prominent software engineer and author known for his influential work on clean code practices and agile software development.
E173635 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: Uncle Bob | Statement: [Clean Code: A Handbook of Agile Software Craftsmanship, author, Uncle Bob]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Uncle Bob
Context triple: [Clean Code: A Handbook of Agile Software Craftsmanship, author, Uncle Bob]
  • A. Uncle Paul
    Uncle Paul is an affectionate English nickname most famously associated with "Oom Paul," the popular moniker of South African Boer leader and former Transvaal president Paul Kruger.
  • B. Uncle Joe
    Uncle Joe is a colloquial nickname for Joseph Stalin, the Soviet dictator who led the USSR through World War II and oversaw widespread political repression.
  • C. Uncle Frank
    "Uncle Frank" is a 2020 coming-of-age road trip drama film written and directed by Alan Ball, in which Paul Bettany stars as a closeted gay literature professor confronting his past and family in the American South of the 1970s.
  • D. Uncle Henry
    Uncle Henry is Dorothy Gale’s hardworking Kansas farmer uncle who appears as her guardian in L. Frank Baum’s Oz series.
  • E. Uncle Monk
    Uncle Monk is an acoustic bluegrass and old-time music duo co-founded by former Ramones drummer Tommy Ramone.
  • 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: Uncle Bob
Triple: [Clean Code: A Handbook of Agile Software Craftsmanship, author, Uncle Bob]
Generated description
Uncle Bob is the nickname of Robert C. Martin, a prominent software engineer and author known for his influential work on clean code practices and agile software development.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Uncle Bob
Target entity description: Uncle Bob is the nickname of Robert C. Martin, a prominent software engineer and author known for his influential work on clean code practices and agile software development.
  • A. Uncle Paul
    Uncle Paul is an affectionate English nickname most famously associated with "Oom Paul," the popular moniker of South African Boer leader and former Transvaal president Paul Kruger.
  • B. Uncle Joe
    Uncle Joe is a colloquial nickname for Joseph Stalin, the Soviet dictator who led the USSR through World War II and oversaw widespread political repression.
  • C. Uncle Frank
    "Uncle Frank" is a 2020 coming-of-age road trip drama film written and directed by Alan Ball, in which Paul Bettany stars as a closeted gay literature professor confronting his past and family in the American South of the 1970s.
  • D. Uncle Henry
    Uncle Henry is Dorothy Gale’s hardworking Kansas farmer uncle who appears as her guardian in L. Frank Baum’s Oz series.
  • E. Uncle Monk
    Uncle Monk is an acoustic bluegrass and old-time music duo co-founded by former Ramones drummer Tommy Ramone.
  • 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_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_69ad2957e6e4819087504a16bc32d60b completed March 8, 2026, 7:46 a.m.
NEDg Description generation batch_69ad2a18a79c81908f04ba9aa55d52a0 completed March 8, 2026, 7:49 a.m.
NED2 Entity disambiguation (via description) batch_69ad2a8deae8819095731fdd1b4bd310 completed March 8, 2026, 7:51 a.m.
Created at: March 4, 2026, 7:26 p.m.