Triple

T2022182
Position Surface form Disambiguated ID Type / Status
Subject Batman Begins E44129 entity
Predicate character P662 FINISHED
Object Ra's al Ghul
Ra's al Ghul is a legendary eco-terrorist and leader of the League of Shadows in the Batman universe, known for his immortality via Lazarus Pits and as one of Batman’s most formidable adversaries.
E225270 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: Ra's al Ghul | Statement: [Batman Begins, character, Ra's al Ghul]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ra's al Ghul
Context triple: [Batman Begins, character, Ra's al Ghul]
  • A. Talia al Ghul
    Talia al Ghul is a key antagonist in DC Comics and related Batman adaptations, known as Ra's al Ghul's daughter who combines lethal combat skills, strategic brilliance, and a complex romantic history with Bruce Wayne.
  • B. Bane
    Bane is a formidable masked villain in the Batman universe, known for his immense physical strength, strategic genius, and role as one of Batman’s most dangerous adversaries.
  • C. Lex Luthor
    Lex Luthor is a brilliant but ruthless billionaire industrialist and Superman’s arch-nemesis, known for using his intellect, resources, and manipulation to oppose superheroes.
  • D. Francisco Scaramanga
    Francisco Scaramanga is the suave, highly skilled assassin and primary antagonist known as the "Man with the Golden Gun" in the James Bond film of the same name.
  • E. Lennox Cato
    Lennox Cato is a British antiques dealer and television expert best known for his appearances on the BBC’s "Antiques Roadshow."
  • 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: Ra's al Ghul
Triple: [Batman Begins, character, Ra's al Ghul]
Generated description
Ra's al Ghul is a legendary eco-terrorist and leader of the League of Shadows in the Batman universe, known for his immortality via Lazarus Pits and as one of Batman’s most formidable adversaries.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ra's al Ghul
Target entity description: Ra's al Ghul is a legendary eco-terrorist and leader of the League of Shadows in the Batman universe, known for his immortality via Lazarus Pits and as one of Batman’s most formidable adversaries.
  • A. Talia al Ghul
    Talia al Ghul is a key antagonist in DC Comics and related Batman adaptations, known as Ra's al Ghul's daughter who combines lethal combat skills, strategic brilliance, and a complex romantic history with Bruce Wayne.
  • B. Bane
    Bane is a formidable masked villain in the Batman universe, known for his immense physical strength, strategic genius, and role as one of Batman’s most dangerous adversaries.
  • C. Lex Luthor
    Lex Luthor is a brilliant but ruthless billionaire industrialist and Superman’s arch-nemesis, known for using his intellect, resources, and manipulation to oppose superheroes.
  • D. Francisco Scaramanga
    Francisco Scaramanga is the suave, highly skilled assassin and primary antagonist known as the "Man with the Golden Gun" in the James Bond film of the same name.
  • E. Lennox Cato
    Lennox Cato is a British antiques dealer and television expert best known for his appearances on the BBC’s "Antiques Roadshow."
  • 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_69a8891201bc8190aca837be6de41579 completed March 4, 2026, 7:33 p.m.
NER Named-entity recognition batch_69abb8efbe148190901d3650aa60408a completed March 7, 2026, 5:34 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae0af60fac8190bc8c8a212a422305 completed March 8, 2026, 11:49 p.m.
NEDg Description generation batch_69ae0b8bd2bc8190a6f16519f3f6e924 completed March 8, 2026, 11:51 p.m.
NED2 Entity disambiguation (via description) batch_69ae0bf5364c8190bffbbd211a5e11a6 completed March 8, 2026, 11:53 p.m.
Created at: March 4, 2026, 7:38 p.m.