Triple

T22189451
Position Surface form Disambiguated ID Type / Status
Subject Greyson Hugh E548378 entity
Predicate notableWork P4 FINISHED
Object Talk It Over
"Talk It Over" is a soulful pop-rock song by American singer-songwriter Greyson Hugh that gained popularity in the late 1980s.
 E1524282 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 It Over | Statement: [Greyson Hugh, notableWork, Talk It Over]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Talk It Over
Context triple: [Greyson Hugh, notableWork, Talk It Over]
  • A. Talking It Over
    Talking It Over is a novel by British author Julian Barnes that explores a love triangle through multiple, often unreliable first-person narrators.
  • B. Talk About It
    "Talk About It" is a hip-hop track by DaBaby featured on his 2020 studio album *Blame It on Baby*.
  • C. We Better Talk This Over
    "We Better Talk This Over" is a song by Bob Dylan from his 1978 album "Street-Legal," reflecting his late-1970s rock and soul-influenced style.
  • D. Talk It Over in the Morning
    "Talk It Over in the Morning" is a country-pop studio album by Canadian singer Anne Murray, released in 1971 and known for its smooth blend of pop and country influences.
  • E. Let's Talk About It
    "Let's Talk About It" is a track from Clipse’s debut album "Lord Willin'" that showcases the duo’s sharp lyricism over Neptunes-produced beats.
  • 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 It Over
Triple: [Greyson Hugh, notableWork, Talk It Over]
Generated description
"Talk It Over" is a soulful pop-rock song by American singer-songwriter Greyson Hugh that gained popularity in the late 1980s.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Talk It Over
Target entity description: "Talk It Over" is a soulful pop-rock song by American singer-songwriter Greyson Hugh that gained popularity in the late 1980s.
  • A. Talking It Over
    Talking It Over is a novel by British author Julian Barnes that explores a love triangle through multiple, often unreliable first-person narrators.
  • B. Talk About It
    "Talk About It" is a hip-hop track by DaBaby featured on his 2020 studio album *Blame It on Baby*.
  • C. We Better Talk This Over
    "We Better Talk This Over" is a song by Bob Dylan from his 1978 album "Street-Legal," reflecting his late-1970s rock and soul-influenced style.
  • D. Talk It Over in the Morning
    "Talk It Over in the Morning" is a country-pop studio album by Canadian singer Anne Murray, released in 1971 and known for its smooth blend of pop and country influences.
  • E. Let's Talk About It
    "Let's Talk About It" is a track from Clipse’s debut album "Lord Willin'" that showcases the duo’s sharp lyricism over Neptunes-produced beats.
  • 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_69e11e3e0c7c8190b30d278845e2497e completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f12aac07d88190848c940863c0a0c7 completed April 28, 2026, 9:46 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0aa60a4de88190bd4a7902e9d4c0b8 completed May 18, 2026, 5:39 a.m.
NEDg Description generation batch_6a0aa6d1f634819082d1edd70217b70c completed May 18, 2026, 5:42 a.m.
NED2 Entity disambiguation (via description) batch_6a0aa7879e048190bd4b8e7f7cfbaec4 completed May 18, 2026, 5:45 a.m.
Created at: April 16, 2026, 8:35 p.m.