Triple

T10694942
Position Surface form Disambiguated ID Type / Status
Subject Edmund Heckler E252110 entity
Predicate familyName P18 FINISHED
Object Heckler
Heckler is a German surname most notably associated with Edmund Heckler, co-founder of the firearms manufacturer Heckler & Koch.
 E880682 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: Heckler | Statement: [Edmund Heckler, familyName, Heckler]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Heckler
Context triple: [Edmund Heckler, familyName, Heckler]
  • A. Stinker
    Stinker is the nickname of Harold "Stinker" Pinker, likely used as an informal or humorous moniker.
  • B. Stinker
    Stinker is a derisive nickname given to the character Gollum in J.R.R. Tolkien’s Middle-earth legendarium, particularly in The Lord of the Rings.
  • C. Heckel
    Heckel is a German surname most notably borne by Expressionist painter and printmaker Erich Heckel, a founding member of the Die Brücke art movement.
  • D. Bakster
    Bakster is an alternative spelling or variant form of the name Baxter, typically used as a surname or given name.
  • E. Blatch
    Blatch is the surname of Nora Stanton Blatch, an early 20th-century American civil engineer, suffragist, and women's rights activist.
  • 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: Heckler
Triple: [Edmund Heckler, familyName, Heckler]
Generated description
Heckler is a German surname most notably associated with Edmund Heckler, co-founder of the firearms manufacturer Heckler & Koch.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Heckler
Target entity description: Heckler is a German surname most notably associated with Edmund Heckler, co-founder of the firearms manufacturer Heckler & Koch.
  • A. Stinker
    Stinker is the nickname of Harold "Stinker" Pinker, likely used as an informal or humorous moniker.
  • B. Stinker
    Stinker is a derisive nickname given to the character Gollum in J.R.R. Tolkien’s Middle-earth legendarium, particularly in The Lord of the Rings.
  • C. Heckel
    Heckel is a German surname most notably borne by Expressionist painter and printmaker Erich Heckel, a founding member of the Die Brücke art movement.
  • D. Bakster
    Bakster is an alternative spelling or variant form of the name Baxter, typically used as a surname or given name.
  • E. Blatch
    Blatch is the surname of Nora Stanton Blatch, an early 20th-century American civil engineer, suffragist, and women's rights activist.
  • 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_69d6aa5bd7c08190a816e733b4045c23 completed April 8, 2026, 7:19 p.m.
NER Named-entity recognition batch_69d6fd39c3788190bb7cd0acf8b6efdd completed April 9, 2026, 1:13 a.m.
NED1 Entity disambiguation (via context triple) batch_69d998da1738819099a9090c3e8badc9 completed April 11, 2026, 12:42 a.m.
NEDg Description generation batch_69d99e8534688190b312b737e0b9cd53 completed April 11, 2026, 1:06 a.m.
NED2 Entity disambiguation (via description) batch_69dadcb861a08190bb9f64a91117f35d completed April 11, 2026, 11:43 p.m.
Created at: April 8, 2026, 9:11 p.m.