Triple

T17166918
Position Surface form Disambiguated ID Type / Status
Subject Biohazard E416631 entity
Predicate member P10 FINISHED
Object Danny Schuler
Danny Schuler is a musician best known as a member and drummer of the American heavy metal band Biohazard.
E1316421 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: Danny Schuler | Statement: [Biohazard, member, Danny Schuler]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Danny Schuler
Context triple: [Biohazard, member, Danny Schuler]
  • A. Danny Weinkauf
    Danny Weinkauf is an American bassist and songwriter best known for his long-time work with the band They Might Be Giants and his Grammy-winning contributions to children's music.
  • B. Eric Meyhofer
    Eric Meyhofer is a technology executive best known for leading Uber’s self-driving car efforts as head of the Uber Advanced Technologies Group.
  • C. Josh Scherr
    Josh Scherr is a video game writer and narrative designer best known for his work on Naughty Dog titles, including the Uncharted series.
  • D. Danny Leiner
    Danny Leiner was an American film and television director best known for his work on stoner comedies such as "Dude, Where's My Car?" and "Harold & Kumar Go to White Castle."
  • E. Jon Schneck
    Jon Schneck is an American guitarist and multi-instrumentalist best known for his work with the Christian rock band Relient K.
  • 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: Danny Schuler
Triple: [Biohazard, member, Danny Schuler]
Generated description
Danny Schuler is a musician best known as a member and drummer of the American heavy metal band Biohazard.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Danny Schuler
Target entity description: Danny Schuler is a musician best known as a member and drummer of the American heavy metal band Biohazard.
  • A. Danny Weinkauf
    Danny Weinkauf is an American bassist and songwriter best known for his long-time work with the band They Might Be Giants and his Grammy-winning contributions to children's music.
  • B. Eric Meyhofer
    Eric Meyhofer is a technology executive best known for leading Uber’s self-driving car efforts as head of the Uber Advanced Technologies Group.
  • C. Josh Scherr
    Josh Scherr is a video game writer and narrative designer best known for his work on Naughty Dog titles, including the Uncharted series.
  • D. Danny Leiner
    Danny Leiner was an American film and television director best known for his work on stoner comedies such as "Dude, Where's My Car?" and "Harold & Kumar Go to White Castle."
  • E. Jon Schneck
    Jon Schneck is an American guitarist and multi-instrumentalist best known for his work with the Christian rock band Relient K.
  • 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_69d886d279c081909f8ff1f743ddeb69 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e3f915622c8190a6dff0baf0288a62 completed April 18, 2026, 9:35 p.m.
NED1 Entity disambiguation (via context triple) batch_6a03bb3f07d0819085c04218705708fc completed May 12, 2026, 11:43 p.m.
NEDg Description generation batch_6a03bbe8e5148190ac3f0c247455cac0 completed May 12, 2026, 11:46 p.m.
NED2 Entity disambiguation (via description) batch_6a03bc66f81c8190bd47405d92e6547e completed May 12, 2026, 11:48 p.m.
Created at: April 10, 2026, 5:37 a.m.