Triple

T10994233
Position Surface form Disambiguated ID Type / Status
Subject Toby Keith E259821 entity
Predicate notableWork P4 FINISHED
Object How Do You Like Me Now!?
"How Do You Like Me Now!?" is a hit country song by Toby Keith that became one of his signature tracks and a major crossover success around 1999–2000.
E898611 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: How Do You Like Me Now!? | Statement: [Toby Keith, notableWork, How Do You Like Me Now!?]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: How Do You Like Me Now!?
Context triple: [Toby Keith, notableWork, How Do You Like Me Now!?]
  • A. What'chu Like
    "What'chu Like" is a 1999 hip hop single by Da Brat featuring Tyrese, best known for its smooth, R&B-infused sound and commercial success on the Billboard charts.
  • B. Friend Like Me
    "Friend Like Me" is a show-stopping, jazz-infused musical number from Disney’s animated film Aladdin, performed by the Genie as he demonstrates his magical powers.
  • C. Do Like You
    "Do Like You" is a song by Stevie Wonder from his acclaimed 1980 album *Hotter than July*.
  • D. Do You Like the Way
    "Do You Like the Way" is a song by Santana featuring Lauryn Hill and CeeLo Green from the 1999 album "Supernatural."
  • E. What I Like
    "What I Like" is a song featured on the soundtrack of the 1993 crime-romance film *True Romance*.
  • 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: How Do You Like Me Now!?
Triple: [Toby Keith, notableWork, How Do You Like Me Now!?]
Generated description
"How Do You Like Me Now!?" is a hit country song by Toby Keith that became one of his signature tracks and a major crossover success around 1999–2000.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: How Do You Like Me Now!?
Target entity description: "How Do You Like Me Now!?" is a hit country song by Toby Keith that became one of his signature tracks and a major crossover success around 1999–2000.
  • A. What'chu Like
    "What'chu Like" is a 1999 hip hop single by Da Brat featuring Tyrese, best known for its smooth, R&B-infused sound and commercial success on the Billboard charts.
  • B. Friend Like Me
    "Friend Like Me" is a show-stopping, jazz-infused musical number from Disney’s animated film Aladdin, performed by the Genie as he demonstrates his magical powers.
  • C. Do Like You
    "Do Like You" is a song by Stevie Wonder from his acclaimed 1980 album *Hotter than July*.
  • D. Do You Like the Way
    "Do You Like the Way" is a song by Santana featuring Lauryn Hill and CeeLo Green from the 1999 album "Supernatural."
  • E. What I Like
    "What I Like" is a song featured on the soundtrack of the 1993 crime-romance film *True Romance*.
  • 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.