Triple

T8511551
Position Surface form Disambiguated ID Type / Status
Subject Gravity Falls E201464 entity
Predicate hasCharacter P2308 FINISHED
Object Robbie Valentino
Robbie Valentino is a moody, goth teenage boy and recurring antagonist-turned-ally in the animated series "Gravity Falls."
 E738547 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: Robbie Valentino | Statement: [Gravity Falls, hasCharacter, Robbie Valentino]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Robbie Valentino
Context triple: [Gravity Falls, hasCharacter, Robbie Valentino]
  • A. Bobby Valentino
    Bobby Valentino is an American R&B singer and songwriter known for smooth, melodic vocals on early-2000s hits like "Slow Down" and numerous high-profile collaborations.
  • B. Robbie Brenner
    Robbie Brenner is an American film producer best known for her work on the acclaimed drama "Dallas Buyers Club."
  • C. Robbie Merrill
    Robbie Merrill is an American bassist best known as a founding member of the hard rock band Godsmack.
  • D. Robbie Crane
    Robbie Crane is an American bassist best known for his work with the glam metal band Ratt and various other hard rock and metal acts.
  • E. Bradley Gallo
    Bradley Gallo is a film producer known for his work on projects such as the 2013 thriller "The Call."
  • 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: Robbie Valentino
Triple: [Gravity Falls, hasCharacter, Robbie Valentino]
Generated description
Robbie Valentino is a moody, goth teenage boy and recurring antagonist-turned-ally in the animated series "Gravity Falls."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Robbie Valentino
Target entity description: Robbie Valentino is a moody, goth teenage boy and recurring antagonist-turned-ally in the animated series "Gravity Falls."
  • A. Bobby Valentino
    Bobby Valentino is an American R&B singer and songwriter known for smooth, melodic vocals on early-2000s hits like "Slow Down" and numerous high-profile collaborations.
  • B. Robbie Brenner
    Robbie Brenner is an American film producer best known for her work on the acclaimed drama "Dallas Buyers Club."
  • C. Robbie Merrill
    Robbie Merrill is an American bassist best known as a founding member of the hard rock band Godsmack.
  • D. Robbie Crane
    Robbie Crane is an American bassist best known for his work with the glam metal band Ratt and various other hard rock and metal acts.
  • E. Bradley Gallo
    Bradley Gallo is a film producer known for his work on projects such as the 2013 thriller "The Call."
  • 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_69cbe60b0d4c8190812ddbc1c17389c8 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.