Triple

T5160131
Position Surface form Disambiguated ID Type / Status
Subject Ludaversal E116414 entity
Predicate hasTrack P3284 FINISHED
Object Problems
"Problems" is a hip-hop track by American rapper Ludacris from his album "Ludaversal."
E497305 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: Problems | Statement: [Ludaversal, hasTrack, Problems]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Problems
Context triple: [Ludaversal, hasTrack, Problems]
  • A. Problems and Other Stories
    Problems and Other Stories is a collection of short stories by American author John Updike that explores the complexities of modern life, relationships, and personal identity with his characteristic wit and psychological insight.
  • B. The Answer to Your Problems? (album)
    The Answer to Your Problems? is a punk rock album by drummer Marky Ramone, showcasing his work outside of the Ramones.
  • C. Popular Problems
    Popular Problems is a studio album by Canadian singer-songwriter Leonard Cohen, known for its sparse arrangements and meditative, poetic reflections on aging, love, and mortality.
  • D. Critique of the New Problem
    Critique of the New Problem is a section of Alan Turing’s seminal 1950 paper "Computing Machinery and Intelligence" in which he analyzes and responds to objections against his proposed imitation game as a test for machine intelligence.
  • E. Human Problem Solving
    "Human Problem Solving" is a seminal 1972 book by Allen Newell and Herbert A. Simon that presents a foundational cognitive science and artificial intelligence theory of how humans represent and solve complex problems.
  • 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: Problems
Triple: [Ludaversal, hasTrack, Problems]
Generated description
"Problems" is a hip-hop track by American rapper Ludacris from his album "Ludaversal."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Problems
Target entity description: "Problems" is a hip-hop track by American rapper Ludacris from his album "Ludaversal."
  • A. Problems and Other Stories
    Problems and Other Stories is a collection of short stories by American author John Updike that explores the complexities of modern life, relationships, and personal identity with his characteristic wit and psychological insight.
  • B. The Answer to Your Problems? (album)
    The Answer to Your Problems? is a punk rock album by drummer Marky Ramone, showcasing his work outside of the Ramones.
  • C. Popular Problems
    Popular Problems is a studio album by Canadian singer-songwriter Leonard Cohen, known for its sparse arrangements and meditative, poetic reflections on aging, love, and mortality.
  • D. Critique of the New Problem
    Critique of the New Problem is a section of Alan Turing’s seminal 1950 paper "Computing Machinery and Intelligence" in which he analyzes and responds to objections against his proposed imitation game as a test for machine intelligence.
  • E. Human Problem Solving
    "Human Problem Solving" is a seminal 1972 book by Allen Newell and Herbert A. Simon that presents a foundational cognitive science and artificial intelligence theory of how humans represent and solve complex problems.
  • 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_69bd445edb3881909b93b34d260717fc completed March 20, 2026, 12:58 p.m.
NER Named-entity recognition batch_69bd790613bc819084765cd4ea648dc9 completed March 20, 2026, 4:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69bed01ce48081908813348b762bf1b0 completed March 21, 2026, 5:06 p.m.
NEDg Description generation batch_69bed08b4acc819096e7fd2fd9dbc73a completed March 21, 2026, 5:08 p.m.
NED2 Entity disambiguation (via description) batch_69bed103a1088190abca6e7d1fbd9c2b completed March 21, 2026, 5:10 p.m.
Created at: March 20, 2026, 1:44 p.m.