Triple

T8511539
Position Surface form Disambiguated ID Type / Status
Subject Gravity Falls E201464 entity
Predicate mainCharacter P1183 FINISHED
Object Bill Cipher
Bill Cipher is a powerful, malevolent dream demon and the primary antagonist of the animated series "Gravity Falls," known for his reality-warping chaos and cryptic deals.
E738543 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: Bill Cipher | Statement: [Gravity Falls, mainCharacter, Bill Cipher]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bill Cipher
Context triple: [Gravity Falls, mainCharacter, Bill Cipher]
  • A. Oogie Boogie
    Oogie Boogie is a villainous, boogeyman-like sack of bugs who serves as the primary antagonist in Tim Burton’s stop-motion animated film "The Nightmare Before Christmas."
  • B. Demogorgon
    Demogorgon is a terrifying predatory monster from the Upside Down in the TV series "Stranger Things," known for its humanoid body and flower-like, tooth-filled head.
  • C. Demogorgon
    Demogorgon is a mysterious, allegorical deity in Percy Bysshe Shelley’s drama "Prometheus Unbound," often interpreted as a symbol of hidden, transformative power that overturns tyranny.
  • D. Pennywise the Dancing Clown
    Pennywise the Dancing Clown is a malevolent, shape-shifting entity that often appears as a clown to terrorize and prey upon children in Stephen King’s horror universe.
  • E. Ripto
    Ripto is a recurring villain in the Spyro the Dragon video game series, best known as a short, temperamental sorcerer who serves as one of Spyro’s primary antagonists.
  • 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: Bill Cipher
Triple: [Gravity Falls, mainCharacter, Bill Cipher]
Generated description
Bill Cipher is a powerful, malevolent dream demon and the primary antagonist of the animated series "Gravity Falls," known for his reality-warping chaos and cryptic deals.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bill Cipher
Target entity description: Bill Cipher is a powerful, malevolent dream demon and the primary antagonist of the animated series "Gravity Falls," known for his reality-warping chaos and cryptic deals.
  • A. Oogie Boogie
    Oogie Boogie is a villainous, boogeyman-like sack of bugs who serves as the primary antagonist in Tim Burton’s stop-motion animated film "The Nightmare Before Christmas."
  • B. Demogorgon
    Demogorgon is a terrifying predatory monster from the Upside Down in the TV series "Stranger Things," known for its humanoid body and flower-like, tooth-filled head.
  • C. Demogorgon
    Demogorgon is a mysterious, allegorical deity in Percy Bysshe Shelley’s drama "Prometheus Unbound," often interpreted as a symbol of hidden, transformative power that overturns tyranny.
  • D. Pennywise the Dancing Clown
    Pennywise the Dancing Clown is a malevolent, shape-shifting entity that often appears as a clown to terrorize and prey upon children in Stephen King’s horror universe.
  • E. Ripto
    Ripto is a recurring villain in the Spyro the Dragon video game series, best known as a short, temperamental sorcerer who serves as one of Spyro’s primary antagonists.
  • 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_69ca8320e5748190ac2c585a0bba8193 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbe608e5b08190a6d551793e8ed94b completed March 31, 2026, 3:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce4e47542c8190af93dca3ce16a04b completed April 2, 2026, 11:08 a.m.
NEDg Description generation batch_69ce4ff9792c81908d76141904a170bc completed April 2, 2026, 11:16 a.m.
NED2 Entity disambiguation (via description) batch_69ce50acae5881908f1d2c0e21dd7f1d completed April 2, 2026, 11:19 a.m.
Created at: March 30, 2026, 6:15 p.m.