Triple

T6882644
Position Surface form Disambiguated ID Type / Status
Subject TLC E158835 entity
Predicate notableWork P4 FINISHED
Object Ain't 2 Proud 2 Beg
"Ain't 2 Proud 2 Beg" is a 1991 debut hit single by American girl group TLC that blends hip hop and R&B while boldly expressing female sexual confidence and desire.
E292566 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: Ain't 2 Proud 2 Beg | Statement: [TLC, notableWork, Ain't 2 Proud 2 Beg]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ain't 2 Proud 2 Beg
Context triple: [TLC, notableWork, Ain't 2 Proud 2 Beg]
  • A. Ain't Too Proud to Beg
    "Ain't Too Proud to Beg" is a 1966 Motown soul hit by The Temptations, renowned for its driving rhythm, impassioned vocals, and enduring popularity as one of the group's signature songs.
  • B. You Ain't the First
    "You Ain't the First" is an acoustic, country-tinged rock song by Guns N' Roses known for its laid-back, barroom style and breakup-themed lyrics.
  • C. Mr. Nigga
    "Mr. Nigga" is a socially conscious hip-hop track by Mos Def that critiques racial profiling and discrimination experienced by Black people, particularly in travel and everyday life.
  • D. Down 4 My Niggaz
    "Down 4 My Niggaz" is a hardcore gangsta rap track by C-Murder featuring Snoop Dogg and Magic, known for its aggressive lyrics and enduring popularity in hip-hop culture.
  • E. Ride 4 My Niggas
    "Ride 4 My Niggas" is a track by Lil Wayne featured on his acclaimed mixtape Da Drought 3, known for its gritty lyrics and street-oriented themes.
  • 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: Ain't 2 Proud 2 Beg
Triple: [TLC, notableWork, Ain't 2 Proud 2 Beg]
Generated description
"Ain't 2 Proud 2 Beg" is a 1991 debut hit single by American girl group TLC that blends hip hop and R&B while boldly expressing female sexual confidence and desire.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ain't 2 Proud 2 Beg
Target entity description: "Ain't 2 Proud 2 Beg" is a 1991 debut hit single by American girl group TLC that blends hip hop and R&B while boldly expressing female sexual confidence and desire.
  • A. Ain't Too Proud to Beg chosen
    "Ain't Too Proud to Beg" is a 1966 Motown soul hit by The Temptations, renowned for its driving rhythm, impassioned vocals, and enduring popularity as one of the group's signature songs.
  • B. You Ain't the First
    "You Ain't the First" is an acoustic, country-tinged rock song by Guns N' Roses known for its laid-back, barroom style and breakup-themed lyrics.
  • C. Mr. Nigga
    "Mr. Nigga" is a socially conscious hip-hop track by Mos Def that critiques racial profiling and discrimination experienced by Black people, particularly in travel and everyday life.
  • D. Down 4 My Niggaz
    "Down 4 My Niggaz" is a hardcore gangsta rap track by C-Murder featuring Snoop Dogg and Magic, known for its aggressive lyrics and enduring popularity in hip-hop culture.
  • E. Ride 4 My Niggas
    "Ride 4 My Niggas" is a track by Lil Wayne featured on his acclaimed mixtape Da Drought 3, known for its gritty lyrics and street-oriented themes.
  • F. None of above.

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_69c688342f6c8190ad7eea6ba262db99 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d8e90c9481908d00634f67fa71f8 completed March 27, 2026, 7:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69c742d00d848190a4bab9800a7e3888 completed March 28, 2026, 2:54 a.m.
NEDg Description generation batch_69c74389290c8190a9a2a3675c31316b completed March 28, 2026, 2:57 a.m.
NED2 Entity disambiguation (via description) batch_69c7444e57a881908808a4bd96505048 completed March 28, 2026, 3 a.m.
Created at: March 27, 2026, 2:23 p.m.