Triple

T9830396
Position Surface form Disambiguated ID Type / Status
Subject Heywood Broun E238766 entity
Predicate notableWork P4 FINISHED
Object The A.E.F. (book)
"The A.E.F." is a World War I–era book by American journalist Heywood Broun, drawn from his experiences covering the American Expeditionary Forces.
E823969 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 A.E.F. (book) | Statement: [Heywood Broun, notableWork, The A.E.F. (book)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The A.E.F. (book)
Context triple: [Heywood Broun, notableWork, The A.E.F. (book)]
  • A. L'Armée nouvelle
    L'Armée nouvelle is a seminal 1910 work by French socialist leader Jean Jaurès that outlines a democratic, citizen-based alternative to traditional militarism and conscript armies.
  • B. Drôle de guerre
    Drôle de guerre is the term for the early phase of World War II on the Western Front marked by little active fighting despite the formal state of war between the Allies and Germany.
  • C. More Stories of the Great War
    More Stories of the Great War is a collection of World War I-themed narratives, likely aimed at younger readers, that expands on earlier tales of the conflict with additional stories of soldiers, civilians, and wartime experiences.
  • D. Der Weltkrieg
    Der Weltkrieg is a historical work by German politician and economist Karl Helfferich analyzing the causes, conduct, and implications of World War I from a German perspective.
  • E. The Fighting First
    The Fighting First is the storied nickname of the U.S. Army’s 1st Infantry Division, renowned for its long combat history from World War I through modern conflicts.
  • 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 A.E.F. (book)
Triple: [Heywood Broun, notableWork, The A.E.F. (book)]
Generated description
"The A.E.F." is a World War I–era book by American journalist Heywood Broun, drawn from his experiences covering the American Expeditionary Forces.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The A.E.F. (book)
Target entity description: "The A.E.F." is a World War I–era book by American journalist Heywood Broun, drawn from his experiences covering the American Expeditionary Forces.
  • A. L'Armée nouvelle
    L'Armée nouvelle is a seminal 1910 work by French socialist leader Jean Jaurès that outlines a democratic, citizen-based alternative to traditional militarism and conscript armies.
  • B. Drôle de guerre
    Drôle de guerre is the term for the early phase of World War II on the Western Front marked by little active fighting despite the formal state of war between the Allies and Germany.
  • C. More Stories of the Great War
    More Stories of the Great War is a collection of World War I-themed narratives, likely aimed at younger readers, that expands on earlier tales of the conflict with additional stories of soldiers, civilians, and wartime experiences.
  • D. Der Weltkrieg
    Der Weltkrieg is a historical work by German politician and economist Karl Helfferich analyzing the causes, conduct, and implications of World War I from a German perspective.
  • E. The Fighting First
    The Fighting First is the storied nickname of the U.S. Army’s 1st Infantry Division, renowned for its long combat history from World War I through modern conflicts.
  • 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_69ca84e0dd1881909800765d1e21f735 completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cdb3297bd88190bf8c53a4ba00e0ae completed April 2, 2026, 12:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69d1cc8ca2808190a1da0641162f12d1 completed April 5, 2026, 2:44 a.m.
NEDg Description generation batch_69d1cf8c89f481908dcc9c430d9e45a2 completed April 5, 2026, 2:57 a.m.
NED2 Entity disambiguation (via description) batch_69d1d01f546881909e65789ed2895825 completed April 5, 2026, 2:59 a.m.
Created at: March 30, 2026, 8:32 p.m.