Triple

T9117353
Position Surface form Disambiguated ID Type / Status
Subject Signs E218752 entity
Predicate protagonist P268 FINISHED
Object Graham Hess
Graham Hess is a former Episcopal priest and widowed father who struggles with his faith while protecting his family during a mysterious alien invasion in the film "Signs."
E792319 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: Graham Hess | Statement: [Signs, protagonist, Graham Hess]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Graham Hess
Context triple: [Signs, protagonist, Graham Hess]
  • A. Nigel Hess
    Nigel Hess is a British composer best known for his work on television, film, and theatre scores, including numerous BBC dramas and stage productions.
  • B. Graham Reynolds
    Graham Reynolds is an American composer and bandleader known for his genre-blending work in classical, jazz, and film music, including frequent collaborations with director Richard Linklater.
  • C. Jonathan Gledhill
    Jonathan Gledhill was an English Anglican bishop who served in senior episcopal roles in the Church of England, including as Bishop of Stafford.
  • D. Graham Roland
    Graham Roland is an American television writer and producer known for developing and writing action and thriller series, including co-creating the Tom Clancy adaptation "Jack Ryan."
  • E. Geoffrey Haslam
    Geoffrey Haslam is a record producer best known for his work on Bette Midler’s debut album "The Divine Miss M."
  • 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: Graham Hess
Triple: [Signs, protagonist, Graham Hess]
Generated description
Graham Hess is a former Episcopal priest and widowed father who struggles with his faith while protecting his family during a mysterious alien invasion in the film "Signs."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Graham Hess
Target entity description: Graham Hess is a former Episcopal priest and widowed father who struggles with his faith while protecting his family during a mysterious alien invasion in the film "Signs."
  • A. Nigel Hess
    Nigel Hess is a British composer best known for his work on television, film, and theatre scores, including numerous BBC dramas and stage productions.
  • B. Graham Reynolds
    Graham Reynolds is an American composer and bandleader known for his genre-blending work in classical, jazz, and film music, including frequent collaborations with director Richard Linklater.
  • C. Jonathan Gledhill
    Jonathan Gledhill was an English Anglican bishop who served in senior episcopal roles in the Church of England, including as Bishop of Stafford.
  • D. Graham Roland
    Graham Roland is an American television writer and producer known for developing and writing action and thriller series, including co-creating the Tom Clancy adaptation "Jack Ryan."
  • E. Geoffrey Haslam
    Geoffrey Haslam is a record producer best known for his work on Bette Midler’s debut album "The Divine Miss M."
  • 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_69ca83dc94ac8190b9ef42684d36ff39 completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69cca8a5e2ac8190b602ef0c77deb2fa completed April 1, 2026, 5:09 a.m.
NED1 Entity disambiguation (via context triple) batch_69d0e31b3c048190ab4f9cac9e5e3a8e completed April 4, 2026, 10:08 a.m.
NEDg Description generation batch_69d0e502b68081909a9f9476421ba9b5 completed April 4, 2026, 10:16 a.m.
NED2 Entity disambiguation (via description) batch_69d0e5af7360819096c6295de0ce5f32 completed April 4, 2026, 10:19 a.m.
Created at: March 30, 2026, 7:17 p.m.