Triple

T10994116
Position Surface form Disambiguated ID Type / Status
Subject REO Speedwagon E259819 entity
Predicate notableWork P4 FINISHED
Object Roll with the Changes
"Roll with the Changes" is a classic rock song by American band REO Speedwagon, known for its energetic piano-driven sound and frequent inclusion in their live performances.
E898574 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: Roll with the Changes | Statement: [REO Speedwagon, notableWork, Roll with the Changes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Roll with the Changes
Context triple: [REO Speedwagon, notableWork, Roll with the Changes]
  • A. Some Changes
    "Some Changes" is a poetry collection by American writer and activist June Jordan that reflects her incisive commentary on race, gender, and social justice.
  • B. The World Changes
    The World Changes is a 1933 American drama film in which actor William Janney appears alongside a cast led by Paul Muni, depicting the rise of a lumber dynasty across generations.
  • C. Change Your Ways
    "Change Your Ways" is a song featured on LL Cool J's 1989 hip hop album "Walking with a Panther."
  • D. A Time of Changes
    A Time of Changes is a science fiction novel by Robert Silverberg that explores themes of identity, emotional repression, and social taboo in a distant future society.
  • E. One New Change
    One New Change is a major modern retail and office complex in the City of London, known for its shopping centre and rooftop terrace with views of St Paul’s Cathedral.
  • 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: Roll with the Changes
Triple: [REO Speedwagon, notableWork, Roll with the Changes]
Generated description
"Roll with the Changes" is a classic rock song by American band REO Speedwagon, known for its energetic piano-driven sound and frequent inclusion in their live performances.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Roll with the Changes
Target entity description: "Roll with the Changes" is a classic rock song by American band REO Speedwagon, known for its energetic piano-driven sound and frequent inclusion in their live performances.
  • A. Some Changes
    "Some Changes" is a poetry collection by American writer and activist June Jordan that reflects her incisive commentary on race, gender, and social justice.
  • B. The World Changes
    The World Changes is a 1933 American drama film in which actor William Janney appears alongside a cast led by Paul Muni, depicting the rise of a lumber dynasty across generations.
  • C. Change Your Ways
    "Change Your Ways" is a song featured on LL Cool J's 1989 hip hop album "Walking with a Panther."
  • D. A Time of Changes
    A Time of Changes is a science fiction novel by Robert Silverberg that explores themes of identity, emotional repression, and social taboo in a distant future society.
  • E. One New Change
    One New Change is a major modern retail and office complex in the City of London, known for its shopping centre and rooftop terrace with views of St Paul’s Cathedral.
  • 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_69d6aa8a6a548190a750f944ccdc8064 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d795d460d88190bff918d6dfdb0f93 completed April 9, 2026, 12:04 p.m.
NED1 Entity disambiguation (via context triple) batch_69e3451451988190add2762b1e1be8ed completed April 18, 2026, 8:47 a.m.
NEDg Description generation batch_69e3556fd3548190a33f04604be947cf completed April 18, 2026, 9:57 a.m.
NED2 Entity disambiguation (via description) batch_69e3593b0f8481909ed7a90f8bb9839d completed April 18, 2026, 10:13 a.m.
Created at: April 8, 2026, 9:24 p.m.