Triple

T19880103
Position Surface form Disambiguated ID Type / Status
Subject The 5th Wave E477746 entity
Predicate producer P490 FINISHED
Object Tobin Armbrust
Tobin Armbrust is a film producer known for working on major feature films, including the science fiction thriller "The 5th Wave."
E1399384 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: Tobin Armbrust | Statement: [The 5th Wave, producer, Tobin Armbrust]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tobin Armbrust
Context triple: [The 5th Wave, producer, Tobin Armbrust]
  • A. Martin E. Franklin
    Martin E. Franklin is a British-American businessman and entrepreneur best known for building consumer products conglomerates such as Jarden Corporation through aggressive acquisitions and value-focused management.
  • B. Raghu Ramakrishnan
    Raghu Ramakrishnan is a prominent computer scientist known for his influential work in database systems and data mining, including contributions to query optimization and scalable data analysis.
  • C. Nathan Marz
    Nathan Marz is a software engineer and entrepreneur best known for creating the Apache Storm distributed real-time computation system and for his work on large-scale data processing.
  • D. Hector Garcia-Molina
    Hector Garcia-Molina was a prominent computer scientist known for his influential work in database systems and distributed computing, and for his leadership in both academia and industry.
  • E. Michael Stonebraker
    Michael Stonebraker is an influential American computer scientist and database pioneer known for creating several landmark database systems and shaping modern data management.
  • 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: Tobin Armbrust
Triple: [The 5th Wave, producer, Tobin Armbrust]
Generated description
Tobin Armbrust is a film producer known for working on major feature films, including the science fiction thriller "The 5th Wave."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tobin Armbrust
Target entity description: Tobin Armbrust is a film producer known for working on major feature films, including the science fiction thriller "The 5th Wave."
  • A. Martin E. Franklin
    Martin E. Franklin is a British-American businessman and entrepreneur best known for building consumer products conglomerates such as Jarden Corporation through aggressive acquisitions and value-focused management.
  • B. Raghu Ramakrishnan
    Raghu Ramakrishnan is a prominent computer scientist known for his influential work in database systems and data mining, including contributions to query optimization and scalable data analysis.
  • C. Nathan Marz
    Nathan Marz is a software engineer and entrepreneur best known for creating the Apache Storm distributed real-time computation system and for his work on large-scale data processing.
  • D. Hector Garcia-Molina
    Hector Garcia-Molina was a prominent computer scientist known for his influential work in database systems and distributed computing, and for his leadership in both academia and industry.
  • E. Michael Stonebraker
    Michael Stonebraker is an influential American computer scientist and database pioneer known for creating several landmark database systems and shaping modern data management.
  • 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_69d8e51f32b08190b3687f4f60353250 completed April 10, 2026, 11:55 a.m.
NER Named-entity recognition batch_69e658de4b288190a41bee67f570be1e completed April 20, 2026, 4:48 p.m.
NED1 Entity disambiguation (via context triple) batch_6a07dbca90b08190a2f1d7434ce10758 completed May 16, 2026, 2:51 a.m.
NEDg Description generation batch_6a07dc950cd8819084a9184a20a15b85 completed May 16, 2026, 2:55 a.m.
NED2 Entity disambiguation (via description) batch_6a07dd016aa88190890d6272e51c30e2 completed May 16, 2026, 2:57 a.m.
Created at: April 10, 2026, 1:52 p.m.