Triple

T6999489
Position Surface form Disambiguated ID Type / Status
Subject Margaret Cho E162297 entity
Predicate notableWork P4 FINISHED
Object Notorious C.H.O.
Notorious C.H.O. is a stand-up comedy concert film and album by comedian Margaret Cho, known for its candid, raunchy, and socially conscious humor.
 E634569 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: Notorious C.H.O. | Statement: [Margaret Cho, notableWork, Notorious C.H.O.]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Notorious C.H.O.
Context triple: [Margaret Cho, notableWork, Notorious C.H.O.]
  • A. Chingy
    Chingy is an American rapper and actor best known for his early-2000s hit singles like "Right Thurr" and his association with the Disturbing tha Peace label.
  • B. Who Dey
    Who Dey is the tiger mascot and rallying cry figure associated with the NFL’s Cincinnati Bengals, central to the team’s fan culture and game-day identity.
  • C. Shoop
    "Shoop" is a 1993 hit hip hop single by Salt-N-Pepa known for its catchy hook and playful, female-empowering lyrics.
  • D. Tha Mobb
    "Tha Mobb" is the hard-hitting, lyrically dense opening track by Lil Wayne from his acclaimed 2005 album *Tha Carter II*.
  • E. Notorious Thugs
    "Notorious Thugs" is a standout collaboration between The Notorious B.I.G. and Bone Thugs-N-Harmony, known for its rapid-fire flows and fusion of East Coast and Midwest rap styles.
  • 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: Notorious C.H.O.
Triple: [Margaret Cho, notableWork, Notorious C.H.O.]
Generated description
Notorious C.H.O. is a stand-up comedy concert film and album by comedian Margaret Cho, known for its candid, raunchy, and socially conscious humor.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Notorious C.H.O.
Target entity description: Notorious C.H.O. is a stand-up comedy concert film and album by comedian Margaret Cho, known for its candid, raunchy, and socially conscious humor.
  • A. Chingy
    Chingy is an American rapper and actor best known for his early-2000s hit singles like "Right Thurr" and his association with the Disturbing tha Peace label.
  • B. Who Dey
    Who Dey is the tiger mascot and rallying cry figure associated with the NFL’s Cincinnati Bengals, central to the team’s fan culture and game-day identity.
  • C. Shoop
    "Shoop" is a 1993 hit hip hop single by Salt-N-Pepa known for its catchy hook and playful, female-empowering lyrics.
  • D. Tha Mobb
    "Tha Mobb" is the hard-hitting, lyrically dense opening track by Lil Wayne from his acclaimed 2005 album *Tha Carter II*.
  • E. Notorious Thugs
    "Notorious Thugs" is a standout collaboration between The Notorious B.I.G. and Bone Thugs-N-Harmony, known for its rapid-fire flows and fusion of East Coast and Midwest rap styles.
  • 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_69c68857ffc08190857dc62cd5253777 completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6dbf083b481909dd30e28e908dfdf completed March 27, 2026, 7:35 p.m.
NED1 Entity disambiguation (via context triple) batch_69c76a2c510c8190b7c86f8b399388ae completed March 28, 2026, 5:42 a.m.
NEDg Description generation batch_69c76b1d881481908ef5a6614246ca1e completed March 28, 2026, 5:46 a.m.
NED2 Entity disambiguation (via description) batch_69c76be95ecc8190a57ff197f236d434 completed March 28, 2026, 5:49 a.m.
Created at: March 27, 2026, 2:33 p.m.