Triple

T4014059
Position Surface form Disambiguated ID Type / Status
Subject Madlib E90712 entity
Predicate memberOf P10 FINISHED
Object Lootpack
Lootpack is an underground California hip hop group known for its abstract lyricism and jazzy, sample-heavy production, featuring members like Madlib, Wildchild, and DJ Romes.
E406396 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: Lootpack | Statement: [Madlib, memberOf, Lootpack]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lootpack
Context triple: [Madlib, memberOf, Lootpack]
  • A. Gimme the Loot
    "Gimme the Loot" is a track from The Notorious B.I.G.’s landmark 1994 debut album *Ready to Die*, known for its vivid storytelling and aggressive delivery.
  • B. Augments
    Augments are genetically enhanced humans in the Star Trek universe, engineered for superior physical and mental abilities but often associated with ambition and conflict.
  • C. Weapon Plus Program
    The Weapon Plus Program is a clandestine Marvel Comics initiative dedicated to creating enhanced super-soldiers and living weapons, responsible for projects like Weapon X that produced characters such as Wolverine.
  • D. Dime Bag
    "Dime Bag" is a solo project by rapper Styles P that showcases his gritty lyricism and street-focused storytelling over hard-hitting, minimalist production.
  • E. Expend4bles
    Expend4bles is the fourth installment in the Expendables action film series, featuring an ensemble cast of veteran and contemporary action stars in a high-octane mercenary adventure.
  • 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: Lootpack
Triple: [Madlib, memberOf, Lootpack]
Generated description
Lootpack is an underground California hip hop group known for its abstract lyricism and jazzy, sample-heavy production, featuring members like Madlib, Wildchild, and DJ Romes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lootpack
Target entity description: Lootpack is an underground California hip hop group known for its abstract lyricism and jazzy, sample-heavy production, featuring members like Madlib, Wildchild, and DJ Romes.
  • A. Gimme the Loot
    "Gimme the Loot" is a track from The Notorious B.I.G.’s landmark 1994 debut album *Ready to Die*, known for its vivid storytelling and aggressive delivery.
  • B. Augments
    Augments are genetically enhanced humans in the Star Trek universe, engineered for superior physical and mental abilities but often associated with ambition and conflict.
  • C. Weapon Plus Program
    The Weapon Plus Program is a clandestine Marvel Comics initiative dedicated to creating enhanced super-soldiers and living weapons, responsible for projects like Weapon X that produced characters such as Wolverine.
  • D. Dime Bag
    "Dime Bag" is a solo project by rapper Styles P that showcases his gritty lyricism and street-focused storytelling over hard-hitting, minimalist production.
  • E. Expend4bles
    Expend4bles is the fourth installment in the Expendables action film series, featuring an ensemble cast of veteran and contemporary action stars in a high-octane mercenary adventure.
  • 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_69aed95e44088190aff7d90a151b1b20 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aefa8ad6348190b71feaf8c18c90c2 completed March 9, 2026, 4:51 p.m.
NED1 Entity disambiguation (via context triple) batch_69b54c73e6048190a59a8d8bc12c907d completed March 14, 2026, 11:54 a.m.
NEDg Description generation batch_69b54d1898d48190b717a17ad366918d completed March 14, 2026, 11:57 a.m.
NED2 Entity disambiguation (via description) batch_69b54ded2e6c8190a6dc9ce2f5d474b8 completed March 14, 2026, noon
Created at: March 9, 2026, 3:35 p.m.