Triple

T14587708
Position Surface form Disambiguated ID Type / Status
Subject Rich Gang E342358 entity
Predicate hasMember P10 FINISHED
Object Limp Bizkit
Limp Bizkit is an American nu metal band known for blending heavy guitar riffs with hip-hop influences and achieving mainstream success in the late 1990s and early 2000s.
E1107675 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: Limp Bizkit | Statement: [Rich Gang, hasMember, Limp Bizkit]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Limp Bizkit
Context triple: [Rich Gang, hasMember, Limp Bizkit]
  • A. Motley Crue
    Mötley Crüe is an American heavy metal band formed in Los Angeles in 1981, known for their glam metal sound, wild onstage antics, and hits like "Dr. Feelgood" and "Girls, Girls, Girls."
  • B. Ugly Kid Joe
    Ugly Kid Joe is an American rock band known for its blend of hard rock, heavy metal, and humor-laced lyrics, which brought them mainstream success in the early 1990s.
  • C. Rancid
    Rancid is an American punk rock band known for reviving and popularizing ska-influenced street punk in the 1990s.
  • D. Pantera
    Pantera is a pioneering American heavy metal band known for shaping the groove metal subgenre with their aggressive sound and powerful riffs.
  • E. Mudvayne
    Mudvayne is an American heavy metal band known for its complex song structures, technical musicianship, and distinctive visual style, particularly prominent in the early 2000s nu metal scene.
  • 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: Limp Bizkit
Triple: [Rich Gang, hasMember, Limp Bizkit]
Generated description
Limp Bizkit is an American nu metal band known for blending heavy guitar riffs with hip-hop influences and achieving mainstream success in the late 1990s and early 2000s.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Limp Bizkit
Target entity description: Limp Bizkit is an American nu metal band known for blending heavy guitar riffs with hip-hop influences and achieving mainstream success in the late 1990s and early 2000s.
  • A. Motley Crue
    Mötley Crüe is an American heavy metal band formed in Los Angeles in 1981, known for their glam metal sound, wild onstage antics, and hits like "Dr. Feelgood" and "Girls, Girls, Girls."
  • B. Ugly Kid Joe
    Ugly Kid Joe is an American rock band known for its blend of hard rock, heavy metal, and humor-laced lyrics, which brought them mainstream success in the early 1990s.
  • C. Rancid
    Rancid is an American punk rock band known for reviving and popularizing ska-influenced street punk in the 1990s.
  • D. Pantera
    Pantera is a pioneering American heavy metal band known for shaping the groove metal subgenre with their aggressive sound and powerful riffs.
  • E. Mudvayne
    Mudvayne is an American heavy metal band known for its complex song structures, technical musicianship, and distinctive visual style, particularly prominent in the early 2000s nu metal scene.
  • 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_69d822ddc0f081909cd8163c7de298cd completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69deb421bb308190a457425429ef6aa5 completed April 14, 2026, 9:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd94c1768881909eebb0dae15ac964 completed May 8, 2026, 7:46 a.m.
NEDg Description generation batch_69fd95e381948190b162cdd61b4dc353 completed May 8, 2026, 7:50 a.m.
NED2 Entity disambiguation (via description) batch_69fd96b9728081909404c21370bde85b completed May 8, 2026, 7:54 a.m.
Created at: April 10, 2026, 1:24 a.m.