Triple

T23155438
Position Surface form Disambiguated ID Type / Status
Subject Jim Highsmith E578423 entity
Predicate fullName P16 FINISHED
Object James A. Highsmith III
James A. Highsmith III is an American software engineer, author, and thought leader best known as a co-author of the Agile Manifesto and a pioneer in adaptive project management and agile methodologies.
E1574286 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: James A. Highsmith III | Statement: [Jim Highsmith, fullName, James A. Highsmith III]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: James A. Highsmith III
Context triple: [Jim Highsmith, fullName, James A. Highsmith III]
  • A. Timothy J. Geraghty
    Timothy J. Geraghty is a retired U.S. Marine Corps general best known for commanding American forces during the Multinational Force in Lebanon deployment in the early 1980s.
  • B. Jeffrey M. Howard
    Jeffrey M. Howard is an American screenwriter best known for his work on animated films, particularly within Disney's Tinker Bell franchise.
  • C. Kevin D. Roberts
    Kevin D. Roberts is an American conservative policy leader and commentator who serves as president of the Heritage Foundation, a prominent right-leaning think tank.
  • D. Brian D. Smith
    Brian D. Smith is a screenwriter known for collaborating on film and television projects, including co-writing work with Carey Van Dyke.
  • E. Mark P. McCahill
    Mark P. McCahill is an American computer scientist best known for pioneering early internet technologies, including creating the Gopher protocol for distributed document search and retrieval.
  • 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: James A. Highsmith III
Triple: [Jim Highsmith, fullName, James A. Highsmith III]
Generated description
James A. Highsmith III is an American software engineer, author, and thought leader best known as a co-author of the Agile Manifesto and a pioneer in adaptive project management and agile methodologies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: James A. Highsmith III
Target entity description: James A. Highsmith III is an American software engineer, author, and thought leader best known as a co-author of the Agile Manifesto and a pioneer in adaptive project management and agile methodologies.
  • A. Timothy J. Geraghty
    Timothy J. Geraghty is a retired U.S. Marine Corps general best known for commanding American forces during the Multinational Force in Lebanon deployment in the early 1980s.
  • B. Jeffrey M. Howard
    Jeffrey M. Howard is an American screenwriter best known for his work on animated films, particularly within Disney's Tinker Bell franchise.
  • C. Kevin D. Roberts
    Kevin D. Roberts is an American conservative policy leader and commentator who serves as president of the Heritage Foundation, a prominent right-leaning think tank.
  • D. Brian D. Smith
    Brian D. Smith is a screenwriter known for collaborating on film and television projects, including co-writing work with Carey Van Dyke.
  • E. Mark P. McCahill
    Mark P. McCahill is an American computer scientist best known for pioneering early internet technologies, including creating the Gopher protocol for distributed document search and retrieval.
  • 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_69e245fb8de081908f0eba7b5fd75bc4 completed April 17, 2026, 2:38 p.m.
NER Named-entity recognition batch_69f18efca1f081908ff1c34ba25f40c3 completed April 29, 2026, 4:54 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c309c3da48190b07c64b10fda58ff completed May 19, 2026, 9:42 a.m.
NEDg Description generation batch_6a0c31dd458c8190b8e98870dd5e19c5 completed May 19, 2026, 9:48 a.m.
NED2 Entity disambiguation (via description) batch_6a0c325f5c248190b35e2c88b384ac31 completed May 19, 2026, 9:50 a.m.
Created at: April 17, 2026, 4:01 p.m.