Triple

T20006815
Position Surface form Disambiguated ID Type / Status
Subject Behind Her Eyes E494480 entity
Predicate developedForTelevisionBy P15522 FINISHED
Object Steve Lightfoot
Steve Lightfoot is a British television writer and producer known for his work on series such as Behind Her Eyes, Hannibal, and Marvel’s The Punisher.
E1405946 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: Steve Lightfoot | Statement: [Behind Her Eyes, developedForTelevisionBy, Steve Lightfoot]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Steve Lightfoot
Context triple: [Behind Her Eyes, developedForTelevisionBy, Steve Lightfoot]
  • A. Chris Lighty
    Chris Lighty was a prominent American music industry executive and talent manager who helped shape the careers of major hip-hop and R&B artists in the 1990s and 2000s.
  • B. Jason Lightstone
    Jason Lightstone is a character in the action-comedy Christmas film "Violent Night," depicted as a member of the wealthy and dysfunctional Lightstone family targeted during a violent holiday heist.
  • C. Stephen Lambert
    Stephen Lambert is a British television producer and executive known for creating popular reality and factual entertainment formats such as "Gogglebox."
  • D. Eric Leighton
    Eric Leighton is a film director and animator best known for co-directing Disney's 2000 computer-animated feature "Dinosaur."
  • E. Jack Feore
    Jack Feore is the son of Canadian-American actor Colm Feore.
  • 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: Steve Lightfoot
Triple: [Behind Her Eyes, developedForTelevisionBy, Steve Lightfoot]
Generated description
Steve Lightfoot is a British television writer and producer known for his work on series such as Behind Her Eyes, Hannibal, and Marvel’s The Punisher.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Steve Lightfoot
Target entity description: Steve Lightfoot is a British television writer and producer known for his work on series such as Behind Her Eyes, Hannibal, and Marvel’s The Punisher.
  • A. Chris Lighty
    Chris Lighty was a prominent American music industry executive and talent manager who helped shape the careers of major hip-hop and R&B artists in the 1990s and 2000s.
  • B. Jason Lightstone
    Jason Lightstone is a character in the action-comedy Christmas film "Violent Night," depicted as a member of the wealthy and dysfunctional Lightstone family targeted during a violent holiday heist.
  • C. Stephen Lambert
    Stephen Lambert is a British television producer and executive known for creating popular reality and factual entertainment formats such as "Gogglebox."
  • D. Eric Leighton
    Eric Leighton is a film director and animator best known for co-directing Disney's 2000 computer-animated feature "Dinosaur."
  • E. Jack Feore
    Jack Feore is the son of Canadian-American actor Colm Feore.
  • 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_69da626b2d748190886981ea90c8b2ea completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e661a648a88190853ee741edcf6ca2 completed April 20, 2026, 5:25 p.m.
NED1 Entity disambiguation (via context triple) batch_6a08050fcc088190a839c529cda3f588 completed May 16, 2026, 5:47 a.m.
NEDg Description generation batch_6a08061f6aa08190a7c8b4fc55ea1400 completed May 16, 2026, 5:52 a.m.
NED2 Entity disambiguation (via description) batch_6a080706231c819081499808132fad82 completed May 16, 2026, 5:56 a.m.
Created at: April 11, 2026, 3:33 p.m.