Triple

T3262848
Position Surface form Disambiguated ID Type / Status
Subject Khalid E68451 entity
Predicate notableSong P4 FINISHED
Object Talk
"Talk" is a hit R&B/pop single by American singer Khalid, known for its smooth production and introspective lyrics about communication in relationships.
 E342965 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: Talk | Statement: [Khalid, notableSong, Talk]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Talk
Context triple: [Khalid, notableSong, Talk]
  • A. TalkTalk
    TalkTalk is a UK-based telecommunications company that provides broadband, TV, and phone services to residential and business customers.
  • B. Speak
    "Speak" is a hard rock single by the American band Godsmack, known for its heavy riffs and aggressive vocal style.
  • C. Dialogi
    Dialogi is a satirical humanist work by Ulrich von Hutten that criticizes the corruption and abuses of the late medieval Church and contemporary authorities.
  • D. Talk to Me
    "Talk to Me" is a song featured on Joni Mitchell's 1977 album "Don Juan's Reckless Daughter."
  • E. TokenTalk
    TokenTalk is a token-passing local area network protocol developed by Apple as a variant of its AppleTalk networking architecture.
  • 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: Talk
Triple: [Khalid, notableSong, Talk]
Generated description
"Talk" is a hit R&B/pop single by American singer Khalid, known for its smooth production and introspective lyrics about communication in relationships.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Talk
Target entity description: "Talk" is a hit R&B/pop single by American singer Khalid, known for its smooth production and introspective lyrics about communication in relationships.
  • A. TalkTalk
    TalkTalk is a UK-based telecommunications company that provides broadband, TV, and phone services to residential and business customers.
  • B. Speak
    "Speak" is a hard rock single by the American band Godsmack, known for its heavy riffs and aggressive vocal style.
  • C. Dialogi
    Dialogi is a satirical humanist work by Ulrich von Hutten that criticizes the corruption and abuses of the late medieval Church and contemporary authorities.
  • D. Talk to Me
    "Talk to Me" is a song featured on Joni Mitchell's 1977 album "Don Juan's Reckless Daughter."
  • E. TokenTalk
    TokenTalk is a token-passing local area network protocol developed by Apple as a variant of its AppleTalk networking architecture.
  • 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_69ad8590444081909e8107a8aeef3a23 completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adafa908e881908cbb2ad137819ffb completed March 8, 2026, 5:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69b28ee2ec8481908a0c0f4a32c97fe0 completed March 12, 2026, 10:01 a.m.
NEDg Description generation batch_69b296709f84819094fe9db721a44f83 completed March 12, 2026, 10:33 a.m.
NED2 Entity disambiguation (via description) batch_69b2d6c1c65c81909e661c6beaaec9af completed March 12, 2026, 3:07 p.m.
Created at: March 8, 2026, 3:09 p.m.