Triple

T5328308
Position Surface form Disambiguated ID Type / Status
Subject G Herbo E123239 entity
Predicate mixtape P24091 FINISHED
Object Humble Beast (Deluxe Edition) – Swervo-related tapes
"Humble Beast (Deluxe Edition) – Swervo-related tapes" is an expanded version of G Herbo’s project that ties together material from his introspective Humble Beast era with the more aggressive, alter-ego-driven Swervo tracks.
E512833 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: Humble Beast (Deluxe Edition) – Swervo-related tapes | Statement: [G Herbo, mixtape, Humble Beast (Deluxe Edition) – Swervo-related tapes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Humble Beast (Deluxe Edition) – Swervo-related tapes
Context triple: [G Herbo, mixtape, Humble Beast (Deluxe Edition) – Swervo-related tapes]
  • A. Humble Mumble
    "Humble Mumble" is a genre-blending hip hop track by OutKast featuring Erykah Badu, noted for its experimental production and introspective lyrics.
  • B. The High End of Low
    The High End of Low is a 2009 industrial rock album by Marilyn Manson known for its dark, introspective themes and return to a rawer, more personal sound.
  • C. Shouts & Murmurs
    Shouts & Murmurs is a long-running humor and satire column in The New Yorker known for its witty, often absurd short pieces by various writers.
  • D. Shields: B-Sides
    Shields: B-Sides is a companion EP by indie rock band Grizzly Bear featuring outtakes, remixes, and alternate versions of songs from their 2012 album Shields.
  • E. Mogwai Fear Satan
    "Mogwai Fear Satan" is an expansive, mostly instrumental post-rock track by Scottish band Mogwai, known for its dynamic shifts between quiet atmospherics and intense, distorted crescendos.
  • 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: Humble Beast (Deluxe Edition) – Swervo-related tapes
Triple: [G Herbo, mixtape, Humble Beast (Deluxe Edition) – Swervo-related tapes]
Generated description
"Humble Beast (Deluxe Edition) – Swervo-related tapes" is an expanded version of G Herbo’s project that ties together material from his introspective Humble Beast era with the more aggressive, alter-ego-driven Swervo tracks.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Humble Beast (Deluxe Edition) – Swervo-related tapes
Target entity description: "Humble Beast (Deluxe Edition) – Swervo-related tapes" is an expanded version of G Herbo’s project that ties together material from his introspective Humble Beast era with the more aggressive, alter-ego-driven Swervo tracks.
  • A. Humble Mumble
    "Humble Mumble" is a genre-blending hip hop track by OutKast featuring Erykah Badu, noted for its experimental production and introspective lyrics.
  • B. The High End of Low
    The High End of Low is a 2009 industrial rock album by Marilyn Manson known for its dark, introspective themes and return to a rawer, more personal sound.
  • C. Shouts & Murmurs
    Shouts & Murmurs is a long-running humor and satire column in The New Yorker known for its witty, often absurd short pieces by various writers.
  • D. Shields: B-Sides
    Shields: B-Sides is a companion EP by indie rock band Grizzly Bear featuring outtakes, remixes, and alternate versions of songs from their 2012 album Shields.
  • E. Mogwai Fear Satan
    "Mogwai Fear Satan" is an expansive, mostly instrumental post-rock track by Scottish band Mogwai, known for its dynamic shifts between quiet atmospherics and intense, distorted crescendos.
  • 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_69bd46477f9081909d242a327d749466 completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd8593bd6c8190b2054e548ddf2458 completed March 20, 2026, 5:36 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf18b00f9c8190b3882f6112546b4a completed March 21, 2026, 10:16 p.m.
NEDg Description generation batch_69bf194c53a48190b0895bbe9aa2f6f1 completed March 21, 2026, 10:18 p.m.
NED2 Entity disambiguation (via description) batch_69bf1a198418819089b25102733f9191 completed March 21, 2026, 10:22 p.m.
Created at: March 20, 2026, 2 p.m.