Triple

T3477129
Position Surface form Disambiguated ID Type / Status
Subject SaveMoney E73400 entity
Predicate associatedAct P37 FINISHED
Object Towkio
Towkio is a Chicago-based rapper and member of the SaveMoney collective known for his eclectic, genre-blending hip-hop style.
 E361505 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: Towkio | Statement: [SaveMoney, associatedAct, Towkio]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Towkio
Context triple: [SaveMoney, associatedAct, Towkio]
  • A. Tuyo
    "Tuyo" is a bolero-style song by Rodrigo Amarante, best known as the haunting opening theme of the television series *Narcos*.
  • B. Tiwatope
    Tiwatope is the birth name of Tiwa Savage, a prominent Nigerian singer, songwriter, and actress known as the "Queen of Afrobeats."
  • C. Takmak Tok
    Takmak Tok is a prominent cliff-edge viewpoint on Raigad Fort in Maharashtra, known for its steep drop and panoramic views of the surrounding Sahyadri mountains.
  • D. Tikkana
    Tikkana was a prominent 13th-century Telugu poet and scholar best known for translating a major portion of the Mahabharata into Telugu and helping shape classical Telugu literature.
  • E. Tozzer
    Tozzer is a surname most notably associated with Alfred Marston Tozzer, an American anthropologist and archaeologist known for his pioneering work on Mayan civilization.
  • 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: Towkio
Triple: [SaveMoney, associatedAct, Towkio]
Generated description
Towkio is a Chicago-based rapper and member of the SaveMoney collective known for his eclectic, genre-blending hip-hop style.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Towkio
Target entity description: Towkio is a Chicago-based rapper and member of the SaveMoney collective known for his eclectic, genre-blending hip-hop style.
  • A. Tuyo
    "Tuyo" is a bolero-style song by Rodrigo Amarante, best known as the haunting opening theme of the television series *Narcos*.
  • B. Tiwatope
    Tiwatope is the birth name of Tiwa Savage, a prominent Nigerian singer, songwriter, and actress known as the "Queen of Afrobeats."
  • C. Takmak Tok
    Takmak Tok is a prominent cliff-edge viewpoint on Raigad Fort in Maharashtra, known for its steep drop and panoramic views of the surrounding Sahyadri mountains.
  • D. Tikkana
    Tikkana was a prominent 13th-century Telugu poet and scholar best known for translating a major portion of the Mahabharata into Telugu and helping shape classical Telugu literature.
  • E. Tozzer
    Tozzer is a surname most notably associated with Alfred Marston Tozzer, an American anthropologist and archaeologist known for his pioneering work on Mayan civilization.
  • 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_69ad85b3c9b08190857cae74c7f36da9 completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adbb5a5cb88190be5624ae224e4c91 completed March 8, 2026, 6:09 p.m.
NED1 Entity disambiguation (via context triple) batch_69b3681822488190a9876a21236f9aa3 completed March 13, 2026, 1:27 a.m.
NEDg Description generation batch_69b368b4e504819094ca0adbdbe7bfd9 completed March 13, 2026, 1:30 a.m.
NED2 Entity disambiguation (via description) batch_69b3693a8d6481909dadce4ac6109ff3 completed March 13, 2026, 1:32 a.m.
Created at: March 8, 2026, 3:17 p.m.