Triple

T9904831
Position Surface form Disambiguated ID Type / Status
Subject The Stereotypes E184977 entity
Predicate notableWork P4 FINISHED
Object Talk Dirty (Jason Derulo, co-writing/production on related tracks/versions)
Talk Dirty is a 2013 hip hop-influenced pop single by Jason Derulo, best known for its prominent saxophone hook and club-ready production.
 E827304 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: Talk Dirty (Jason Derulo, co-writing/production on related tracks/versions) | Statement: [The Stereotypes, notableWork, Talk Dirty (Jason Derulo, co-writing/production on related tracks/versions)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Talk Dirty (Jason Derulo, co-writing/production on related tracks/versions)
Context triple: [The Stereotypes, notableWork, Talk Dirty (Jason Derulo, co-writing/production on related tracks/versions)]
  • A. “Talk” (song)
    “Talk” is a song performed by British bandleader and vocalist Henry Hall, known for his popular dance band recordings in the early 20th century.
  • B. co-writing the hit song Juicy Fruit
    Co-writing the hit song "Juicy Fruit" refers to James Mtume’s role in creating the influential 1983 R&B track that became a classic and one of the most sampled songs in hip-hop history.
  • C. "Talk About You"
    "Talk About You" is a pop song by British singer-songwriter Mika, known for its upbeat melody and romantic, feel-good lyrics.
  • D. Just Right for Me (feat. Lil Wayne)
    "Just Right for Me (feat. Lil Wayne)" is an R&B/hip-hop collaboration between Monica and rapper Lil Wayne, released as a single from her album "Code Red."
  • E. All Men Lie (feat. Timbaland)
    "All Men Lie (feat. Timbaland)" is an R&B/hip-hop track featuring producer-rapper Timbaland, known for its rhythmic production and relationship-themed lyrics.
  • 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: Talk Dirty (Jason Derulo, co-writing/production on related tracks/versions)
Triple: [The Stereotypes, notableWork, Talk Dirty (Jason Derulo, co-writing/production on related tracks/versions)]
Generated description
Talk Dirty is a 2013 hip hop-influenced pop single by Jason Derulo, best known for its prominent saxophone hook and club-ready production.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Talk Dirty (Jason Derulo, co-writing/production on related tracks/versions)
Target entity description: Talk Dirty is a 2013 hip hop-influenced pop single by Jason Derulo, best known for its prominent saxophone hook and club-ready production.
  • A. “Talk” (song)
    “Talk” is a song performed by British bandleader and vocalist Henry Hall, known for his popular dance band recordings in the early 20th century.
  • B. co-writing the hit song Juicy Fruit
    Co-writing the hit song "Juicy Fruit" refers to James Mtume’s role in creating the influential 1983 R&B track that became a classic and one of the most sampled songs in hip-hop history.
  • C. "Talk About You"
    "Talk About You" is a pop song by British singer-songwriter Mika, known for its upbeat melody and romantic, feel-good lyrics.
  • D. Just Right for Me (feat. Lil Wayne)
    "Just Right for Me (feat. Lil Wayne)" is an R&B/hip-hop collaboration between Monica and rapper Lil Wayne, released as a single from her album "Code Red."
  • E. All Men Lie (feat. Timbaland)
    "All Men Lie (feat. Timbaland)" is an R&B/hip-hop track featuring producer-rapper Timbaland, known for its rhythmic production and relationship-themed lyrics.
  • 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_69ca8296165881908ca4750701af1f29 completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cdb4e641e881909dfba78fcb96c433 completed April 2, 2026, 12:14 a.m.
NED1 Entity disambiguation (via context triple) batch_69d1eb2c1d5c8190b6f1c43254487893 completed April 5, 2026, 4:55 a.m.
NEDg Description generation batch_69d1ebbd5b708190869e9b72ef872be4 completed April 5, 2026, 4:57 a.m.
NED2 Entity disambiguation (via description) batch_69d1ec25192081908b384cefb5c325f1 completed April 5, 2026, 4:59 a.m.
Created at: March 30, 2026, 8:40 p.m.