Triple

T5077539
Position Surface form Disambiguated ID Type / Status
Subject Julian Barnes E114434 entity
Predicate notableWork P4 FINISHED
Object 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.
 E493161 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: Talking It Over | Statement: [Julian Barnes, notableWork, Talking It Over]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Talking It Over
Context triple: [Julian Barnes, notableWork, Talking It Over]
  • A. 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.
  • B. We Need To Talk
    We Need To Talk is the debut studio album by American singer-songwriter Tayla Parx, showcasing her blend of pop, R&B, and contemporary songwriting.
  • C. Talk to Me
    "Talk to Me" is a song featured on Joni Mitchell's 1977 album "Don Juan's Reckless Daughter."
  • D. Don't Talk
    "Don't Talk" is a track featured on the album *The 18th Day* by British singer-songwriter Estelle.
  • E. Ain't Talkin'
    "Ain't Talkin'" is a long, brooding, and apocalyptic folk song by Bob Dylan that closes his 2006 album *Modern Times*.
  • 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: Talking It Over
Triple: [Julian Barnes, notableWork, Talking It Over]
Generated description
Talking It Over is a novel by British author Julian Barnes that explores a love triangle through multiple, often unreliable first-person narrators.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Talking It Over
Target entity description: Talking It Over is a novel by British author Julian Barnes that explores a love triangle through multiple, often unreliable first-person narrators.
  • A. 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.
  • B. We Need To Talk
    We Need To Talk is the debut studio album by American singer-songwriter Tayla Parx, showcasing her blend of pop, R&B, and contemporary songwriting.
  • C. Talk to Me
    "Talk to Me" is a song featured on Joni Mitchell's 1977 album "Don Juan's Reckless Daughter."
  • D. Don't Talk
    "Don't Talk" is a track featured on the album *The 18th Day* by British singer-songwriter Estelle.
  • E. Ain't Talkin'
    "Ain't Talkin'" is a long, brooding, and apocalyptic folk song by Bob Dylan that closes his 2006 album *Modern Times*.
  • 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_69bd443dbf908190a9401e9c2dc7bd7d completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd74f632788190ac4fd047e1a20485 completed March 20, 2026, 4:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69beb12718388190974df282ec2c6a11 completed March 21, 2026, 2:54 p.m.
NEDg Description generation batch_69beb1d1202881909007f34c23887b35 completed March 21, 2026, 2:57 p.m.
NED2 Entity disambiguation (via description) batch_69beb2547068819092c98b471be691a1 completed March 21, 2026, 2:59 p.m.
Created at: March 20, 2026, 1:39 p.m.