Triple

T22006122
Position Surface form Disambiguated ID Type / Status
Subject DevilDriver E543453 entity
Predicate hasFormerMember P1168 FINISHED
Object Jeff Kaufman
Jeff Kaufman is a musician best known for his past role as a member of the American groove metal band DevilDriver.
E1513350 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: Jeff Kaufman | Statement: [DevilDriver, hasFormerMember, Jeff Kaufman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Jeff Kaufman
Context triple: [DevilDriver, hasFormerMember, Jeff Kaufman]
  • A. Kurt Braunohler
    Kurt Braunohler is an American comedian, actor, and podcaster known for his absurdist stand-up, television appearances, and roles in indie comedy films.
  • B. Scott Alexander
    Scott Alexander is an American screenwriter and producer best known for co-writing biographical films such as "Ed Wood," "The People vs. Larry Flynt," and "Man on the Moon."
  • C. Scott Alexander
    Scott Alexander is the pen name of an American psychiatrist and influential blogger best known for his long-form essays on psychology, rationality, politics, and culture on the blogs Slate Star Codex and Astral Codex Ten.
  • D. David S. Kaufman
    David S. Kaufman was a 19th-century Texas politician and statesman who served as a U.S. Congressman and played a significant role in the early political development of Texas.
  • E. Eugene Borowitz
    Eugene Borowitz was a prominent American Reform Jewish theologian and ethicist known for shaping contemporary Jewish thought, especially through his work on covenant theology and modern Jewish ethics.
  • 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: Jeff Kaufman
Triple: [DevilDriver, hasFormerMember, Jeff Kaufman]
Generated description
Jeff Kaufman is a musician best known for his past role as a member of the American groove metal band DevilDriver.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Jeff Kaufman
Target entity description: Jeff Kaufman is a musician best known for his past role as a member of the American groove metal band DevilDriver.
  • A. Kurt Braunohler
    Kurt Braunohler is an American comedian, actor, and podcaster known for his absurdist stand-up, television appearances, and roles in indie comedy films.
  • B. Scott Alexander
    Scott Alexander is an American screenwriter and producer best known for co-writing biographical films such as "Ed Wood," "The People vs. Larry Flynt," and "Man on the Moon."
  • C. Scott Alexander
    Scott Alexander is the pen name of an American psychiatrist and influential blogger best known for his long-form essays on psychology, rationality, politics, and culture on the blogs Slate Star Codex and Astral Codex Ten.
  • D. David S. Kaufman
    David S. Kaufman was a 19th-century Texas politician and statesman who served as a U.S. Congressman and played a significant role in the early political development of Texas.
  • E. Eugene Borowitz
    Eugene Borowitz was a prominent American Reform Jewish theologian and ethicist known for shaping contemporary Jewish thought, especially through his work on covenant theology and modern Jewish ethics.
  • 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_69e11e2db934819095556760c7d85e4d completed April 16, 2026, 5:36 p.m.
NER Named-entity recognition batch_69f127a0afa881908318a4ebe211ca28 completed April 28, 2026, 9:33 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a737195408190b9e180dbc7fd4b55 completed May 18, 2026, 2:03 a.m.
NEDg Description generation batch_6a0a748c80b88190aaca0c0540c6f802 completed May 18, 2026, 2:08 a.m.
NED2 Entity disambiguation (via description) batch_6a0a7539f3308190a1ff50ad7cf89545 completed May 18, 2026, 2:11 a.m.
Created at: April 16, 2026, 8:21 p.m.