Triple

T15653151
Position Surface form Disambiguated ID Type / Status
Subject Beres Hammond E376361 entity
Predicate notableWork P4 FINISHED
Object They Gonna Talk
"They Gonna Talk" is a popular lovers rock reggae song by Jamaican singer Beres Hammond, known for its smooth vocals and heartfelt romantic lyrics.
 E1169525 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: They Gonna Talk | Statement: [Beres Hammond, notableWork, They Gonna Talk]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: They Gonna Talk
Context triple: [Beres Hammond, notableWork, They Gonna Talk]
  • A. Don't Talk
    "Don't Talk" is a track featured on the album *The 18th Day* by British singer-songwriter Estelle.
  • B. We Just Wanna Talk
    We Just Wanna Talk is a song by British-American singer-songwriter and filmmaker Cosmo Jarvis, known for its offbeat storytelling and genre-blending indie style.
  • C. Ain't Talkin'
    "Ain't Talkin'" is a long, brooding, and apocalyptic folk song by Bob Dylan that closes his 2006 album *Modern Times*.
  • D. We Can Talk
    "We Can Talk" is a lively, harmony-rich song by the Canadian-American rock group The Band, showcasing Richard Manuel’s distinctive vocal and songwriting style.
  • E. Big Talk
    Big Talk is a rock band fronted by The Killers drummer Ronnie Vannucci Jr., known for its melodic, guitar-driven alternative rock sound.
  • 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: They Gonna Talk
Triple: [Beres Hammond, notableWork, They Gonna Talk]
Generated description
"They Gonna Talk" is a popular lovers rock reggae song by Jamaican singer Beres Hammond, known for its smooth vocals and heartfelt romantic lyrics.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: They Gonna Talk
Target entity description: "They Gonna Talk" is a popular lovers rock reggae song by Jamaican singer Beres Hammond, known for its smooth vocals and heartfelt romantic lyrics.
  • A. Don't Talk
    "Don't Talk" is a track featured on the album *The 18th Day* by British singer-songwriter Estelle.
  • B. We Just Wanna Talk
    We Just Wanna Talk is a song by British-American singer-songwriter and filmmaker Cosmo Jarvis, known for its offbeat storytelling and genre-blending indie style.
  • C. Ain't Talkin'
    "Ain't Talkin'" is a long, brooding, and apocalyptic folk song by Bob Dylan that closes his 2006 album *Modern Times*.
  • D. We Can Talk
    "We Can Talk" is a lively, harmony-rich song by the Canadian-American rock group The Band, showcasing Richard Manuel’s distinctive vocal and songwriting style.
  • E. Big Talk
    Big Talk is a rock band fronted by The Killers drummer Ronnie Vannucci Jr., known for its melodic, guitar-driven alternative rock sound.
  • 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_69d85cd1564c8190991adda63bfab4b0 completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69e04ef089948190902ec22f4d7bc932 completed April 16, 2026, 2:52 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff6797954c8190ac05ee3db634efa7 completed May 9, 2026, 4:57 p.m.
NEDg Description generation batch_69ff68481ff881909c23ae20bd3a9ff8 completed May 9, 2026, 5 p.m.
NED2 Entity disambiguation (via description) batch_69ff6911a76c819088c8a86d2106b6c6 completed May 9, 2026, 5:04 p.m.
Created at: April 10, 2026, 4:15 a.m.