Triple

T17746826
Position Surface form Disambiguated ID Type / Status
Subject Nerf Herder E443009 entity
Predicate hasFormerMember P1168 FINISHED
Object Justin Fisher
Justin Fisher is a musician best known for his past role as a member of the pop-punk band Nerf Herder.
 E1284764 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: Justin Fisher | Statement: [Nerf Herder, hasFormerMember, Justin Fisher]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Justin Fisher
Context triple: [Nerf Herder, hasFormerMember, Justin Fisher]
  • A. Larry Morey
    Larry Morey was an American lyricist and screenwriter best known for his work on classic Walt Disney animated films, including contributing to the story of "Bambi" (1942).
  • B. Jon Horst
    Jon Horst is an American basketball executive best known as the general manager who helped build the Milwaukee Bucks into an NBA championship contender.
  • C. Darryl Frank
    Darryl Frank is an American television and film producer known for his work on high-profile series such as Falling Skies and other Amblin Television projects.
  • D. Martin Sensmeier
    Martin Sensmeier is an American actor of Tlingit, Koyukon-Athabascan, and Irish descent known for his roles in films and television series that often highlight Indigenous characters and stories.
  • E. Michael Malone
    Michael Malone is an American writer and television producer best known for his work as a head writer and creator of major storylines on the soap opera "One Life to Live."
  • 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: Justin Fisher
Triple: [Nerf Herder, hasFormerMember, Justin Fisher]
Generated description
Justin Fisher is a musician best known for his past role as a member of the pop-punk band Nerf Herder.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Justin Fisher
Target entity description: Justin Fisher is a musician best known for his past role as a member of the pop-punk band Nerf Herder.
  • A. Larry Morey
    Larry Morey was an American lyricist and screenwriter best known for his work on classic Walt Disney animated films, including contributing to the story of "Bambi" (1942).
  • B. Jon Horst
    Jon Horst is an American basketball executive best known as the general manager who helped build the Milwaukee Bucks into an NBA championship contender.
  • C. Darryl Frank
    Darryl Frank is an American television and film producer known for his work on high-profile series such as Falling Skies and other Amblin Television projects.
  • D. Martin Sensmeier
    Martin Sensmeier is an American actor of Tlingit, Koyukon-Athabascan, and Irish descent known for his roles in films and television series that often highlight Indigenous characters and stories.
  • E. Michael Malone
    Michael Malone is an American writer and television producer best known for his work as a head writer and creator of major storylines on the soap opera "One Life to Live."
  • 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_69d8b9ed3a2081909b2ec0d4dd2f4c37 completed April 10, 2026, 8:50 a.m.
NER Named-entity recognition batch_69e47ad33160819093c9bbd3c8957314 completed April 19, 2026, 6:48 a.m.
NED1 Entity disambiguation (via context triple) batch_6a024300b5048190ba50198a7637441d completed May 11, 2026, 8:58 p.m.
NEDg Description generation batch_6a02449a76d8819099e72cd53f908255 completed May 11, 2026, 9:05 p.m.
NED2 Entity disambiguation (via description) batch_6a024530b5dc8190a4776863cc01babf completed May 11, 2026, 9:08 p.m.
Created at: April 10, 2026, 10:09 a.m.