Triple

T15359597
Position Surface form Disambiguated ID Type / Status
Subject Liars E367254 entity
Predicate hasFormerMember P1168 FINISHED
Object Aaron Hemphill
Aaron Hemphill is an American multi-instrumentalist and songwriter best known as a founding member and key creative force in the experimental rock band Liars.
 E1159753 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: Aaron Hemphill | Statement: [Liars, hasFormerMember, Aaron Hemphill]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Aaron Hemphill
Context triple: [Liars, hasFormerMember, Aaron Hemphill]
  • A. John Hemphill
    John Hemphill is an American stage actor known for performing in the U.S. national tour of the musical "The Book of Mormon," where he portrayed the character Larry Murphy.
  • B. John Hemphill
    John Hemphill is a Canadian actor and comedian known for his work in television and film, including a role on the acclaimed series "Schitt's Creek."
  • C. Brian O. Hemphill
    Brian O. Hemphill is an American academic administrator and higher education leader known for serving as president of multiple universities, including Old Dominion University.
  • D. Aaron Pittman
    Aaron Pittman is a central protagonist in the television series "Revolution," known for his role in navigating a post-apocalyptic world where all electricity has mysteriously ceased to function.
  • E. Scott Humphrey
    Scott Humphrey is a Canadian record producer and mixer known for his work in rock and metal, including collaborations with artists like Rob Zombie and Mötley Crüe.
  • 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: Aaron Hemphill
Triple: [Liars, hasFormerMember, Aaron Hemphill]
Generated description
Aaron Hemphill is an American multi-instrumentalist and songwriter best known as a founding member and key creative force in the experimental rock band Liars.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Aaron Hemphill
Target entity description: Aaron Hemphill is an American multi-instrumentalist and songwriter best known as a founding member and key creative force in the experimental rock band Liars.
  • A. John Hemphill
    John Hemphill is an American stage actor known for performing in the U.S. national tour of the musical "The Book of Mormon," where he portrayed the character Larry Murphy.
  • B. John Hemphill
    John Hemphill is a Canadian actor and comedian known for his work in television and film, including a role on the acclaimed series "Schitt's Creek."
  • C. Brian O. Hemphill
    Brian O. Hemphill is an American academic administrator and higher education leader known for serving as president of multiple universities, including Old Dominion University.
  • D. Aaron Pittman
    Aaron Pittman is a central protagonist in the television series "Revolution," known for his role in navigating a post-apocalyptic world where all electricity has mysteriously ceased to function.
  • E. Scott Humphrey
    Scott Humphrey is a Canadian record producer and mixer known for his work in rock and metal, including collaborations with artists like Rob Zombie and Mötley Crüe.
  • 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_69d85a1483788190ad93c2748e8af34b completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e03e4607408190ab281a7f7a8012d3 completed April 16, 2026, 1:41 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff2cec4f2481908fae5209bfd48dcf completed May 9, 2026, 12:47 p.m.
NEDg Description generation batch_69ff2e7bf8c881909fecb6cf86bc32f2 completed May 9, 2026, 12:54 p.m.
NED2 Entity disambiguation (via description) batch_69ff331c267c8190bbc26ddd47273be7 completed May 9, 2026, 1:14 p.m.
Created at: April 10, 2026, 3:18 a.m.