Triple

T1864719
Position Surface form Disambiguated ID Type / Status
Subject Never Say Never E34893 entity
Predicate hasPart P35 FINISHED
Object Learn the Hard Way
"Learn the Hard Way" is a song featured on the soundtrack of the 2011 film "Never Say Never," associated with Justin Bieber.
E208265 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: Learn the Hard Way | Statement: [Never Say Never, hasPart, Learn the Hard Way]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Learn the Hard Way
Context triple: [Never Say Never, hasPart, Learn the Hard Way]
  • A. Live and Learn
    "Live and Learn" is the pilot episode of the science fiction television series Falling Skies, introducing its post-apocalyptic world and central characters in the aftermath of an alien invasion.
  • B. School of Data
    School of Data is an educational initiative that helps people and organizations develop practical data literacy and data skills, particularly for civic and social impact.
  • C. The Hard Way
    "The Hard Way" is a 1992 country music album by American singer-songwriter Clint Black that continued his early commercial success with a polished, contemporary sound.
  • D. The Example
    The Example is a 17th-century stage comedy by English dramatist James Shirley, reflecting the manners and social intrigues of Caroline-era London.
  • E. Geeks Bearing Gifts
    Geeks Bearing Gifts is a book by computing pioneer Ted Nelson that reflects on the history, philosophy, and future of digital media and information technology.
  • 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: Learn the Hard Way
Triple: [Never Say Never, hasPart, Learn the Hard Way]
Generated description
"Learn the Hard Way" is a song featured on the soundtrack of the 2011 film "Never Say Never," associated with Justin Bieber.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Learn the Hard Way
Target entity description: "Learn the Hard Way" is a song featured on the soundtrack of the 2011 film "Never Say Never," associated with Justin Bieber.
  • A. Live and Learn
    "Live and Learn" is the pilot episode of the science fiction television series Falling Skies, introducing its post-apocalyptic world and central characters in the aftermath of an alien invasion.
  • B. School of Data
    School of Data is an educational initiative that helps people and organizations develop practical data literacy and data skills, particularly for civic and social impact.
  • C. The Hard Way
    "The Hard Way" is a 1992 country music album by American singer-songwriter Clint Black that continued his early commercial success with a polished, contemporary sound.
  • D. The Example
    The Example is a 17th-century stage comedy by English dramatist James Shirley, reflecting the manners and social intrigues of Caroline-era London.
  • E. Geeks Bearing Gifts
    Geeks Bearing Gifts is a book by computing pioneer Ted Nelson that reflects on the history, philosophy, and future of digital media and information technology.
  • 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_69a88600b2f88190bc09303e68ab517e completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69abb0a0b4b881908b07c07db624701d completed March 7, 2026, 4:59 a.m.
NED1 Entity disambiguation (via context triple) batch_69add1d540c0819099558507bdf2ffa4 completed March 8, 2026, 7:45 p.m.
NEDg Description generation batch_69add2c4943c81909ff3163330aa4f80 completed March 8, 2026, 7:49 p.m.
NED2 Entity disambiguation (via description) batch_69add38c2b3c8190b0f33bc36d475a63 completed March 8, 2026, 7:52 p.m.
Created at: March 4, 2026, 7:34 p.m.