Triple

T8458324
Position Surface form Disambiguated ID Type / Status
Subject Joss Whedon E199975 entity
Predicate notableWork P4 FINISHED
Object Much Ado About Nothing (2012 film)
Much Ado About Nothing (2012 film) is a modern, low-budget black-and-white adaptation of Shakespeare’s comedy, directed by Joss Whedon and featuring many actors from his regular ensemble.
 E735246 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: Much Ado About Nothing (2012 film) | Statement: [Joss Whedon, notableWork, Much Ado About Nothing (2012 film)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Much Ado About Nothing (2012 film)
Context triple: [Joss Whedon, notableWork, Much Ado About Nothing (2012 film)]
  • A. Much Ado About Nothing (1993 film)
    Much Ado About Nothing (1993 film) is a 1993 romantic comedy adaptation of Shakespeare’s play, directed by and starring Kenneth Branagh alongside an ensemble cast.
  • B. Much Ado About Nothing
    Much Ado About Nothing is a comedic play by William Shakespeare that centers on witty banter, romantic misunderstandings, and schemes involving two couples in the Italian town of Messina.
  • C. A Midsummer Night's Sex Comedy
    A Midsummer Night's Sex Comedy is a 1982 romantic comedy film written and directed by Woody Allen that playfully explores love, desire, and relationships among six characters during a summer weekend in the countryside.
  • D. The Taming of the Shrew (1967 film)
    The Taming of the Shrew (1967 film) is a British-Italian screen adaptation of Shakespeare’s comedy, directed by Franco Zeffirelli and starring Elizabeth Taylor and Richard Burton.
  • E. Shakespeare in Love
    "Shakespeare in Love" is a 1998 romantic period comedy-drama film that imagines a young William Shakespeare's love affair inspiring the writing of "Romeo and Juliet."
  • 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: Much Ado About Nothing (2012 film)
Triple: [Joss Whedon, notableWork, Much Ado About Nothing (2012 film)]
Generated description
Much Ado About Nothing (2012 film) is a modern, low-budget black-and-white adaptation of Shakespeare’s comedy, directed by Joss Whedon and featuring many actors from his regular ensemble.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Much Ado About Nothing (2012 film)
Target entity description: Much Ado About Nothing (2012 film) is a modern, low-budget black-and-white adaptation of Shakespeare’s comedy, directed by Joss Whedon and featuring many actors from his regular ensemble.
  • A. Much Ado About Nothing (1993 film)
    Much Ado About Nothing (1993 film) is a 1993 romantic comedy adaptation of Shakespeare’s play, directed by and starring Kenneth Branagh alongside an ensemble cast.
  • B. Much Ado About Nothing
    Much Ado About Nothing is a comedic play by William Shakespeare that centers on witty banter, romantic misunderstandings, and schemes involving two couples in the Italian town of Messina.
  • C. A Midsummer Night's Sex Comedy
    A Midsummer Night's Sex Comedy is a 1982 romantic comedy film written and directed by Woody Allen that playfully explores love, desire, and relationships among six characters during a summer weekend in the countryside.
  • D. The Taming of the Shrew (1967 film)
    The Taming of the Shrew (1967 film) is a British-Italian screen adaptation of Shakespeare’s comedy, directed by Franco Zeffirelli and starring Elizabeth Taylor and Richard Burton.
  • E. Shakespeare in Love
    "Shakespeare in Love" is a 1998 romantic period comedy-drama film that imagines a young William Shakespeare's love affair inspiring the writing of "Romeo and Juliet."
  • 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_69ca83198c4c8190a337bf717d1813f5 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbe49064f881909391d565b97e9886 completed March 31, 2026, 3:13 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce1dea01c481909496ebfca4e9916e completed April 2, 2026, 7:42 a.m.
NEDg Description generation batch_69ce20130e9c81908c13e571ca8a6ad4 completed April 2, 2026, 7:51 a.m.
NED2 Entity disambiguation (via description) batch_69ce209338b48190ba8375200a5529bd completed April 2, 2026, 7:53 a.m.
Created at: March 30, 2026, 6:10 p.m.