Triple

T4877240
Position Surface form Disambiguated ID Type / Status
Subject Keyshia Cole E109233 entity
Predicate notableWork P4 FINISHED
Object Just Like You
Just Like You is the second studio album by American R&B singer Keyshia Cole, known for its soulful vocals and themes of love, heartbreak, and personal growth.
E477553 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: Just Like You | Statement: [Keyshia Cole, notableWork, Just Like You]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Just Like You
Context triple: [Keyshia Cole, notableWork, Just Like You]
  • A. Do Like You
    "Do Like You" is a song by Stevie Wonder from his acclaimed 1980 album *Hotter than July*.
  • B. Girls Like You
    "Girls Like You" is a pop song by Maroon 5, widely known for its catchy melody and a hit remix featuring rapper Cardi B that topped charts worldwide.
  • C. Girls Like You
    "Girls Like You" is a song by American rapper Miguel from his debut studio album "All I Want Is You."
  • D. With You
    "With You" is a song featured on the album "Unpredictable" by American R&B singer Jamie Foxx.
  • E. Love Like This
    "Love Like This" is a 1998 R&B hit single by American singer Faith Evans, known for its infectious groove and prominent sampling of Chic's "Chic Cheer."
  • 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: Just Like You
Triple: [Keyshia Cole, notableWork, Just Like You]
Generated description
Just Like You is the second studio album by American R&B singer Keyshia Cole, known for its soulful vocals and themes of love, heartbreak, and personal growth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Just Like You
Target entity description: Just Like You is the second studio album by American R&B singer Keyshia Cole, known for its soulful vocals and themes of love, heartbreak, and personal growth.
  • A. Do Like You
    "Do Like You" is a song by Stevie Wonder from his acclaimed 1980 album *Hotter than July*.
  • B. Girls Like You
    "Girls Like You" is a pop song by Maroon 5, widely known for its catchy melody and a hit remix featuring rapper Cardi B that topped charts worldwide.
  • C. Girls Like You
    "Girls Like You" is a song by American rapper Miguel from his debut studio album "All I Want Is You."
  • D. With You
    "With You" is a song featured on the album "Unpredictable" by American R&B singer Jamie Foxx.
  • E. Love Like This
    "Love Like This" is a 1998 R&B hit single by American singer Faith Evans, known for its infectious groove and prominent sampling of Chic's "Chic Cheer."
  • 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_69bd440e9d64819083e82cf33b4d9570 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd6dbbc734819083b28a022e5690d6 completed March 20, 2026, 3:54 p.m.
NED1 Entity disambiguation (via context triple) batch_69be67fc50cc819083a475a1de914670 completed March 21, 2026, 9:42 a.m.
NEDg Description generation batch_69be6c25d3448190b2589959a2f221c8 completed March 21, 2026, 10 a.m.
NED2 Entity disambiguation (via description) batch_69be6cf6662c8190bc1b94766c5da1e9 completed March 21, 2026, 10:03 a.m.
Created at: March 20, 2026, 1:27 p.m.