Triple

T9914082
Position Surface form Disambiguated ID Type / Status
Subject Last Action Hero E185822 entity
Predicate screenwriter P2831 FINISHED
Object Adam Leff
Adam Leff is an American screenwriter best known for co-writing the action-comedy film "Last Action Hero."
 E838255 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: Adam Leff | Statement: [Last Action Hero, screenwriter, Adam Leff]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Adam Leff
Context triple: [Last Action Hero, screenwriter, Adam Leff]
  • A. Adam Leavitt
    Adam Leavitt is the central protagonist of the film "The Kingdom," an FBI agent drawn into a high-stakes terrorism investigation in Saudi Arabia.
  • B. Matthew Weisman
    Matthew Weisman is a screenwriter best known for co-writing the 1985 action film "Commando" starring Arnold Schwarzenegger.
  • C. Justin Furstenfeld
    Justin Furstenfeld is an American singer, songwriter, and guitarist best known as the lead vocalist and primary lyricist of the rock band Blue October.
  • D. Andy Shernoff
    Andy Shernoff is an American musician, songwriter, and producer best known as a founding member and primary songwriter of the influential punk rock band The Dictators.
  • E. Kevin Levin
    Kevin Levin is a recurring antihero and sometimes villain in the Ben 10 franchise, known for his power-absorbing abilities and complex relationship with Ben Tennyson.
  • 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: Adam Leff
Triple: [Last Action Hero, screenwriter, Adam Leff]
Generated description
Adam Leff is an American screenwriter best known for co-writing the action-comedy film "Last Action Hero."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Adam Leff
Target entity description: Adam Leff is an American screenwriter best known for co-writing the action-comedy film "Last Action Hero."
  • A. Adam Leavitt
    Adam Leavitt is the central protagonist of the film "The Kingdom," an FBI agent drawn into a high-stakes terrorism investigation in Saudi Arabia.
  • B. Matthew Weisman
    Matthew Weisman is a screenwriter best known for co-writing the 1985 action film "Commando" starring Arnold Schwarzenegger.
  • C. Justin Furstenfeld
    Justin Furstenfeld is an American singer, songwriter, and guitarist best known as the lead vocalist and primary lyricist of the rock band Blue October.
  • D. Andy Shernoff
    Andy Shernoff is an American musician, songwriter, and producer best known as a founding member and primary songwriter of the influential punk rock band The Dictators.
  • E. Kevin Levin
    Kevin Levin is a recurring antihero and sometimes villain in the Ben 10 franchise, known for his power-absorbing abilities and complex relationship with Ben Tennyson.
  • 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_69ca829b45f481909040f7b99a1976ed completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cdb53ba1ac8190ba655133b81596d7 completed April 2, 2026, 12:15 a.m.
NED1 Entity disambiguation (via context triple) batch_69d299d479d481908dc8fe2acc307a64 completed April 5, 2026, 5:20 p.m.
NEDg Description generation batch_69d29b28f48081909f7e0487800ebe52 completed April 5, 2026, 5:26 p.m.
NED2 Entity disambiguation (via description) batch_69d29be3713c819089843c4ec2be93f1 completed April 5, 2026, 5:29 p.m.
Created at: March 30, 2026, 8:41 p.m.