Triple

T1677027
Position Surface form Disambiguated ID Type / Status
Subject Heckler & Koch E36253 entity
Predicate founder P104 FINISHED
Object Edmund Heckler
Edmund Heckler was a German industrialist and weapons designer best known as a co-founder of the firearms manufacturer Heckler & Koch.
E252110 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: Edmund Heckler | Statement: [Heckler & Koch, founder, Edmund Heckler]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Edmund Heckler
Context triple: [Heckler & Koch, founder, Edmund Heckler]
  • A. Willard Huyck
    Willard Huyck is an American filmmaker and screenwriter best known for his collaborations with George Lucas and his work on films such as "American Graffiti" and "Howard the Duck."
  • B. Winston Hibler
    Winston Hibler was an American screenwriter, producer, and narrator best known for his long association with Walt Disney Studios, where he contributed to classic animated features and nature documentaries.
  • C. Hudson Stuck
    Hudson Stuck was an Anglican archdeacon, missionary, and mountaineer best known for leading the first successful ascent of Denali in 1913.
  • D. John Dinkeloo
    John Dinkeloo was an American architect best known for his partnership with Eero Saarinen and later leadership of Kevin Roche John Dinkeloo and Associates, contributing to numerous influential modernist buildings.
  • E. Walter Blume
    Walter Blume was a German aircraft designer and former World War I fighter ace best known for his work on advanced Luftwaffe aircraft during the Second World War.
  • 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: Edmund Heckler
Triple: [Heckler & Koch, founder, Edmund Heckler]
Generated description
Edmund Heckler was a German industrialist and weapons designer best known as a co-founder of the firearms manufacturer Heckler & Koch.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Edmund Heckler
Target entity description: Edmund Heckler was a German industrialist and weapons designer best known as a co-founder of the firearms manufacturer Heckler & Koch.
  • A. Willard Huyck
    Willard Huyck is an American filmmaker and screenwriter best known for his collaborations with George Lucas and his work on films such as "American Graffiti" and "Howard the Duck."
  • B. Winston Hibler
    Winston Hibler was an American screenwriter, producer, and narrator best known for his long association with Walt Disney Studios, where he contributed to classic animated features and nature documentaries.
  • C. Hudson Stuck
    Hudson Stuck was an Anglican archdeacon, missionary, and mountaineer best known for leading the first successful ascent of Denali in 1913.
  • D. John Dinkeloo
    John Dinkeloo was an American architect best known for his partnership with Eero Saarinen and later leadership of Kevin Roche John Dinkeloo and Associates, contributing to numerous influential modernist buildings.
  • E. Walter Blume
    Walter Blume was a German aircraft designer and former World War I fighter ace best known for his work on advanced Luftwaffe aircraft during the Second World War.
  • 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_69a886139ed081909af0940aa9313512 completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69aa625e4cd0819083825b41196f902d completed March 6, 2026, 5:13 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae7ed8b7a08190a39f4b90fbf68cd9 completed March 9, 2026, 8:03 a.m.
NEDg Description generation batch_69ae7f701cc48190a5ca5320ac15117d completed March 9, 2026, 8:06 a.m.
NED2 Entity disambiguation (via description) batch_69ae7ff1fb748190961febf3790f03cf completed March 9, 2026, 8:08 a.m.
Created at: March 4, 2026, 7:29 p.m.