Triple

T3757960
Position Surface form Disambiguated ID Type / Status
Subject The Darkest Hour E82092 entity
Predicate producer P490 FINISHED
Object Timur Bekmambetov
Timur Bekmambetov is a Kazakh-Russian filmmaker best known internationally for directing the action film "Wanted" and producing genre movies that often feature innovative visual effects.
E385707 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: Timur Bekmambetov | Statement: [The Darkest Hour, producer, Timur Bekmambetov]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Timur Bekmambetov
Context triple: [The Darkest Hour, producer, Timur Bekmambetov]
  • A. David Leitch
    David Leitch is an American filmmaker, stunt coordinator, and former stuntman best known for directing high-octane action films such as John Wick, Atomic Blonde, Deadpool 2, and Fast & Furious Presents: Hobbs & Shaw.
  • B. Sergei Mrachkovsky
    Sergei Mrachkovsky was a Soviet Old Bolshevik and military commander who became a prominent victim of Stalin’s Great Purge, executed after being tried in the first Moscow Show Trial.
  • C. Sergei Bondarchuk
    Sergei Bondarchuk was a Soviet and Russian film director, screenwriter, and actor best known for his epic adaptation of Leo Tolstoy’s "War and Peace," which won the Academy Award for Best Foreign Language Film.
  • D. Gareth Evans
    Gareth Evans was a British philosopher renowned for his influential work in the philosophy of language and mind, particularly on reference, identity, and the nature of thought.
  • E. Luc Besson
    Luc Besson is a French film director, screenwriter, and producer known for visually stylish, action-driven movies such as "Léon: The Professional," "The Fifth Element," and "Lucy."
  • 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: Timur Bekmambetov
Triple: [The Darkest Hour, producer, Timur Bekmambetov]
Generated description
Timur Bekmambetov is a Kazakh-Russian filmmaker best known internationally for directing the action film "Wanted" and producing genre movies that often feature innovative visual effects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Timur Bekmambetov
Target entity description: Timur Bekmambetov is a Kazakh-Russian filmmaker best known internationally for directing the action film "Wanted" and producing genre movies that often feature innovative visual effects.
  • A. David Leitch
    David Leitch is an American filmmaker, stunt coordinator, and former stuntman best known for directing high-octane action films such as John Wick, Atomic Blonde, Deadpool 2, and Fast & Furious Presents: Hobbs & Shaw.
  • B. Sergei Mrachkovsky
    Sergei Mrachkovsky was a Soviet Old Bolshevik and military commander who became a prominent victim of Stalin’s Great Purge, executed after being tried in the first Moscow Show Trial.
  • C. Sergei Bondarchuk
    Sergei Bondarchuk was a Soviet and Russian film director, screenwriter, and actor best known for his epic adaptation of Leo Tolstoy’s "War and Peace," which won the Academy Award for Best Foreign Language Film.
  • D. Gareth Evans
    Gareth Evans was a British philosopher renowned for his influential work in the philosophy of language and mind, particularly on reference, identity, and the nature of thought.
  • E. Luc Besson
    Luc Besson is a French film director, screenwriter, and producer known for visually stylish, action-driven movies such as "Léon: The Professional," "The Fifth Element," and "Lucy."
  • 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_69ad8b1db40081908b61ffa6b78afd4d completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69adcbc04d348190b0e4a90d18bdd160 completed March 8, 2026, 7:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4e50f77fc8190b7774a7359118c9c completed March 14, 2026, 4:33 a.m.
NEDg Description generation batch_69b4e5fe22f0819088effd8a0eae72e6 completed March 14, 2026, 4:37 a.m.
NED2 Entity disambiguation (via description) batch_69b4e671e02c819094cae2a3a2abb1b4 completed March 14, 2026, 4:39 a.m.
Created at: March 8, 2026, 3:35 p.m.