Triple

T1108041
Position Surface form Disambiguated ID Type / Status
Subject Looper E25530 entity
Predicate producer P490 FINISHED
Object Ram Bergman
Ram Bergman is an Israeli film producer best known for his long-time collaboration with director Rian Johnson on films such as "Brick," "Looper," and "Star Wars: The Last Jedi."
 E145598 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: Ram Bergman | Statement: [Looper, producer, Ram Bergman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Ram Bergman
Context triple: [Looper, producer, Ram Bergman]
  • A. Leon Feldhendler
    Leon Feldhendler was a Polish Jewish resistance leader and Holocaust survivor best known for co-organizing the 1943 prisoner uprising at the Sobibor extermination camp.
  • B. Neil Meron
    Neil Meron is an American film and television producer best known for his work on acclaimed musical adaptations and award-winning projects such as "Chicago."
  • C. Ray Hyman
    Ray Hyman is an American psychologist, skeptic, and prominent critic of parapsychology known for his work in scientifically investigating and debunking paranormal claims.
  • D. Janno Lieber
    Janno Lieber is an American public official and transportation executive who leads New York’s Metropolitan Transportation Authority, overseeing the city’s vast subway, bus, and commuter rail systems.
  • E. George Zames
    George Zames was a prominent control theorist known for his foundational contributions to robust control and H-infinity methods in systems engineering.
  • 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: Ram Bergman
Triple: [Looper, producer, Ram Bergman]
Generated description
Ram Bergman is an Israeli film producer best known for his long-time collaboration with director Rian Johnson on films such as "Brick," "Looper," and "Star Wars: The Last Jedi."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Ram Bergman
Target entity description: Ram Bergman is an Israeli film producer best known for his long-time collaboration with director Rian Johnson on films such as "Brick," "Looper," and "Star Wars: The Last Jedi."
  • A. Leon Feldhendler
    Leon Feldhendler was a Polish Jewish resistance leader and Holocaust survivor best known for co-organizing the 1943 prisoner uprising at the Sobibor extermination camp.
  • B. Neil Meron
    Neil Meron is an American film and television producer best known for his work on acclaimed musical adaptations and award-winning projects such as "Chicago."
  • C. Ray Hyman
    Ray Hyman is an American psychologist, skeptic, and prominent critic of parapsychology known for his work in scientifically investigating and debunking paranormal claims.
  • D. Janno Lieber
    Janno Lieber is an American public official and transportation executive who leads New York’s Metropolitan Transportation Authority, overseeing the city’s vast subway, bus, and commuter rail systems.
  • E. George Zames
    George Zames was a prominent control theorist known for his foundational contributions to robust control and H-infinity methods in systems engineering.
  • 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_69a49428d4448190b3b36991ceae87ce completed March 1, 2026, 7:31 p.m.
NER Named-entity recognition batch_69a4b9e47e4881908928900df72781f0 completed March 1, 2026, 10:12 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac9971114c81909769b3ad78b95189 completed March 7, 2026, 9:32 p.m.
NEDg Description generation batch_69ac9df823208190ae27a659ac283e2a completed March 7, 2026, 9:51 p.m.
NED2 Entity disambiguation (via description) batch_69ac9e4788d08190b2a6f34bbf9f2671 completed March 7, 2026, 9:53 p.m.
Created at: March 1, 2026, 7:43 p.m.