Triple

T12207439
Position Surface form Disambiguated ID Type / Status
Subject Wasserstein GAN E290870 entity
Predicate proposedBy P32 FINISHED
Object Martin Arjovsky
Martin Arjovsky is a machine learning researcher best known for introducing the Wasserstein GAN, a generative adversarial network variant that improves training stability and sample quality.
E977005 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: Martin Arjovsky | Statement: [Wasserstein GAN, proposedBy, Martin Arjovsky]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Martin Arjovsky
Context triple: [Wasserstein GAN, proposedBy, Martin Arjovsky]
  • A. Derek Cianfrance
    Derek Cianfrance is an American filmmaker known for his emotionally intense, character-driven dramas such as "Blue Valentine" and "The Place Beyond the Pines."
  • B. Jed Kurzel
    Jed Kurzel is an Australian film composer and musician known for his atmospheric scores for films such as "Slow West," "Snowtown," and "Macbeth."
  • C. Alexandre Aja
    Alexandre Aja is a French filmmaker best known for his work in the horror and thriller genres, including films like "High Tension," "The Hills Have Eyes," and "Piranha 3D."
  • D. Des McAnuff
    Des McAnuff is a Tony Award–winning Canadian-American director and producer best known for his work on major Broadway musicals such as "Jersey Boys" and "Big River."
  • E. J. C. Chandor
    J. C. Chandor is an American filmmaker known for writing and directing character-driven dramas and thrillers such as "Margin Call," "All Is Lost," and "A Most Violent Year."
  • 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: Martin Arjovsky
Triple: [Wasserstein GAN, proposedBy, Martin Arjovsky]
Generated description
Martin Arjovsky is a machine learning researcher best known for introducing the Wasserstein GAN, a generative adversarial network variant that improves training stability and sample quality.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Martin Arjovsky
Target entity description: Martin Arjovsky is a machine learning researcher best known for introducing the Wasserstein GAN, a generative adversarial network variant that improves training stability and sample quality.
  • A. Derek Cianfrance
    Derek Cianfrance is an American filmmaker known for his emotionally intense, character-driven dramas such as "Blue Valentine" and "The Place Beyond the Pines."
  • B. Jed Kurzel
    Jed Kurzel is an Australian film composer and musician known for his atmospheric scores for films such as "Slow West," "Snowtown," and "Macbeth."
  • C. Alexandre Aja
    Alexandre Aja is a French filmmaker best known for his work in the horror and thriller genres, including films like "High Tension," "The Hills Have Eyes," and "Piranha 3D."
  • D. Des McAnuff
    Des McAnuff is a Tony Award–winning Canadian-American director and producer best known for his work on major Broadway musicals such as "Jersey Boys" and "Big River."
  • E. J. C. Chandor
    J. C. Chandor is an American filmmaker known for writing and directing character-driven dramas and thrillers such as "Margin Call," "All Is Lost," and "A Most Violent Year."
  • 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_69d6ab65923081909acfc61b7a612233 completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d91c7d8f5c8190a46e9caa2a920fa9 completed April 10, 2026, 3:51 p.m.
NED1 Entity disambiguation (via context triple) batch_69f62a8c69308190bffae7b38cc5620b completed May 2, 2026, 4:47 p.m.
NEDg Description generation batch_69f62be354a88190aaf5e8439b33120b completed May 2, 2026, 4:52 p.m.
NED2 Entity disambiguation (via description) batch_69f62c8194d881909db3d320a21f2052 completed May 2, 2026, 4:55 p.m.
Created at: April 8, 2026, 9:51 p.m.