Triple

T8953465
Position Surface form Disambiguated ID Type / Status
Subject Jay Livingston E213413 entity
Predicate notableWork P4 FINISHED
Object Whatever Will Be, Will Be
"Whatever Will Be, Will Be" (commonly known as "Que Sera, Sera") is a popular song made famous by Doris Day that became an enduring standard and cultural catchphrase about accepting the future.
 E767946 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: Whatever Will Be, Will Be | Statement: [Jay Livingston, notableWork, Whatever Will Be, Will Be]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Whatever Will Be, Will Be
Context triple: [Jay Livingston, notableWork, Whatever Will Be, Will Be]
  • A. Where Will I Be
    "Where Will I Be" is a song by American country and folk singer Emmylou Harris, known for its introspective lyrics and atmospheric, genre-blending production.
  • B. She Will
    "She Will" is a hip-hop song by Lil Wayne featuring Drake, known for its moody production and introspective lyrics about success, loyalty, and relationships.
  • C. There You'll Be
    "There You'll Be" is a power ballad by American country-pop singer Faith Hill, best known as the theme song from the 2001 film Pearl Harbor and one of her signature hits.
  • D. Everything Will Be Alright
    "Everything Will Be Alright" is a reflective, synth-driven closing track by American rock band The Killers from their debut album Hot Fuss.
  • E. Say You Will
    "Say You Will" is the introspective opening track from Kanye West’s album 808s & Heartbreak, known for its minimalist production and emotionally raw lyrics.
  • 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: Whatever Will Be, Will Be
Triple: [Jay Livingston, notableWork, Whatever Will Be, Will Be]
Generated description
"Whatever Will Be, Will Be" (commonly known as "Que Sera, Sera") is a popular song made famous by Doris Day that became an enduring standard and cultural catchphrase about accepting the future.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Whatever Will Be, Will Be
Target entity description: "Whatever Will Be, Will Be" (commonly known as "Que Sera, Sera") is a popular song made famous by Doris Day that became an enduring standard and cultural catchphrase about accepting the future.
  • A. Where Will I Be
    "Where Will I Be" is a song by American country and folk singer Emmylou Harris, known for its introspective lyrics and atmospheric, genre-blending production.
  • B. She Will
    "She Will" is a hip-hop song by Lil Wayne featuring Drake, known for its moody production and introspective lyrics about success, loyalty, and relationships.
  • C. There You'll Be
    "There You'll Be" is a power ballad by American country-pop singer Faith Hill, best known as the theme song from the 2001 film Pearl Harbor and one of her signature hits.
  • D. Everything Will Be Alright
    "Everything Will Be Alright" is a reflective, synth-driven closing track by American rock band The Killers from their debut album Hot Fuss.
  • E. Say You Will
    "Say You Will" is the introspective opening track from Kanye West’s album 808s & Heartbreak, known for its minimalist production and emotionally raw lyrics.
  • 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_69ca8399ad2081909f8fa41d4314c215 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc670f88d0819085d7308a5cf6c764 completed April 1, 2026, 12:30 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfc210302c8190b1c062fcbcfeb0f6 completed April 3, 2026, 1:35 p.m.
NEDg Description generation batch_69cfc34eba0881908155770166639481 completed April 3, 2026, 1:40 p.m.
NED2 Entity disambiguation (via description) batch_69cfc41fca3081908d8c2515c98283de completed April 3, 2026, 1:43 p.m.
Created at: March 30, 2026, 7 p.m.