Triple

T1520493
Position Surface form Disambiguated ID Type / Status
Subject Morris Halle E32214 entity
Predicate coAuthor P398 FINISHED
Object Fred Lukoff
Fred Lukoff was a linguist and phonetician known for his work in generative phonology and language pedagogy, particularly in collaboration with prominent figures such as Morris Halle.
 E214141 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: Fred Lukoff | Statement: [Morris Halle, coAuthor, Fred Lukoff]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Fred Lukoff
Context triple: [Morris Halle, coAuthor, Fred Lukoff]
  • A. Frank Wolff
    Frank Wolff is the wisecracking, resourceful riverboat skipper who guides explorers through perilous adventures in Disney's fantasy adventure film "Jungle Cruise."
  • B. Lorne David Lipowitz
    Lorne David Lipowitz is the birth name of Lorne Michaels, the influential Canadian-American television producer and creator of "Saturday Night Live."
  • C. Paul G. Hoffman
    Paul G. Hoffman was an American automobile executive and public administrator best known for leading post–World War II European recovery efforts and later serving in prominent roles at the United Nations.
  • D. David Zuckerman
    David Zuckerman is an American television producer and writer best known for his work on animated comedy series, including helping develop and produce the hit show Family Guy.
  • E. Neil Goldman
    Neil Goldman is a recurring nerdy, socially awkward teenage character in the animated TV series "Family Guy," often portrayed as infatuated with Meg Griffin.
  • 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: Fred Lukoff
Triple: [Morris Halle, coAuthor, Fred Lukoff]
Generated description
Fred Lukoff was a linguist and phonetician known for his work in generative phonology and language pedagogy, particularly in collaboration with prominent figures such as Morris Halle.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Fred Lukoff
Target entity description: Fred Lukoff was a linguist and phonetician known for his work in generative phonology and language pedagogy, particularly in collaboration with prominent figures such as Morris Halle.
  • A. Frank Wolff
    Frank Wolff is the wisecracking, resourceful riverboat skipper who guides explorers through perilous adventures in Disney's fantasy adventure film "Jungle Cruise."
  • B. Lorne David Lipowitz
    Lorne David Lipowitz is the birth name of Lorne Michaels, the influential Canadian-American television producer and creator of "Saturday Night Live."
  • C. Paul G. Hoffman
    Paul G. Hoffman was an American automobile executive and public administrator best known for leading post–World War II European recovery efforts and later serving in prominent roles at the United Nations.
  • D. David Zuckerman
    David Zuckerman is an American television producer and writer best known for his work on animated comedy series, including helping develop and produce the hit show Family Guy.
  • E. Neil Goldman
    Neil Goldman is a recurring nerdy, socially awkward teenage character in the animated TV series "Family Guy," often portrayed as infatuated with Meg Griffin.
  • 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_69a885e9b0ac819093a9806ad0efc82c completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a907f071848190a5fb8fa1b97ef4de completed March 5, 2026, 4:34 a.m.
NED1 Entity disambiguation (via context triple) batch_69adeabea0d88190b0bd83aece8c7b55 completed March 8, 2026, 9:31 p.m.
NEDg Description generation batch_69adeea29fd4819099e1ac22b9ce123f completed March 8, 2026, 9:48 p.m.
NED2 Entity disambiguation (via description) batch_69adef4913608190824764bd79821a7e completed March 8, 2026, 9:51 p.m.
Created at: March 4, 2026, 7:26 p.m.