Triple

T23371450
Position Surface form Disambiguated ID Type / Status
Subject Blue Funk E593484 entity
Predicate hasTrack P3284 FINISHED
Object Talk Is Cheap
"Talk Is Cheap" is a song featured on the hip hop album *Blue Funk* by Heavy D & the Boyz.
 E1583608 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 Is Cheap | Statement: [Blue Funk, hasTrack, Talk Is Cheap]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Talk Is Cheap
Context triple: [Blue Funk, hasTrack, Talk Is Cheap]
  • A. Talk Is Cheap
    "Talk Is Cheap" is a soulful, downtempo electronic single by Australian musician Chet Faker that helped bring him widespread international recognition.
  • B. Talk Is Cheap
    Talk Is Cheap is Keith Richards’ acclaimed 1988 debut solo album, known for its raw rock and roll sound and collaborations with members of his X-Pensive Winos band.
  • C. Talk Is Cheap
    Talk Is Cheap is a musical artist or band known for performing the song "It Means A Lot."
  • D. Ain't Talkin'
    "Ain't Talkin'" is a long, brooding, and apocalyptic folk song by Bob Dylan that closes his 2006 album *Modern Times*.
  • E. No More Talk
    "No More Talk" is a track by American rapper T.I. from his influential 2003 album *Trap Muzik*, showcasing his early trap sound and Southern rap style.
  • 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 Is Cheap
Triple: [Blue Funk, hasTrack, Talk Is Cheap]
Generated description
"Talk Is Cheap" is a song featured on the hip hop album *Blue Funk* by Heavy D & the Boyz.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Talk Is Cheap
Target entity description: "Talk Is Cheap" is a song featured on the hip hop album *Blue Funk* by Heavy D & the Boyz.
  • A. Talk Is Cheap
    Talk Is Cheap is Keith Richards’ acclaimed 1988 debut solo album, known for its raw rock and roll sound and collaborations with members of his X-Pensive Winos band.
  • B. Talk Is Cheap
    "Talk Is Cheap" is a soulful, downtempo electronic single by Australian musician Chet Faker that helped bring him widespread international recognition.
  • C. Talk Is Cheap
    Talk Is Cheap is a musical artist or band known for performing the song "It Means A Lot."
  • D. Ain't Talkin'
    "Ain't Talkin'" is a long, brooding, and apocalyptic folk song by Bob Dylan that closes his 2006 album *Modern Times*.
  • E. No More Talk
    "No More Talk" is a track by American rapper T.I. from his influential 2003 album *Trap Muzik*, showcasing his early trap sound and Southern rap style.
  • 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_69e25d2593c88190bcdf4a716a94ccb2 completed April 17, 2026, 4:17 p.m.
NER Named-entity recognition batch_69f1a0b0bdc081908c7852c026ca7ff7 completed April 29, 2026, 6:09 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c5ddde5608190acd427c4b8740733 completed May 19, 2026, 12:55 p.m.
NEDg Description generation batch_6a0c5f3e57308190865e48b43cc83d10 completed May 19, 2026, 1:01 p.m.
NED2 Entity disambiguation (via description) batch_6a0c5ffbea40819088a5a01a3763c718 completed May 19, 2026, 1:05 p.m.
Created at: April 17, 2026, 5:32 p.m.