Triple

T22575498
Position Surface form Disambiguated ID Type / Status
Subject Soundbombing II E544381 entity
Predicate featuresArtist P1952 FINISHED
Object Talik Kweli & Hi-Tek
Talib Kweli & Hi-Tek are a hip-hop duo best known as Reflection Eternal, combining Kweli’s socially conscious lyricism with Hi-Tek’s soulful, sample-based production.
 E1543168 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: Talik Kweli & Hi-Tek | Statement: [Soundbombing II, featuresArtist, Talik Kweli & Hi-Tek]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Talik Kweli & Hi-Tek
Context triple: [Soundbombing II, featuresArtist, Talik Kweli & Hi-Tek]
  • A. Fashawn
    Fashawn is an American hip-hop artist and rapper known for his introspective lyrics and collaborations with prominent figures in the underground and mainstream rap scenes.
  • B. T. Woody Richman
    T. Woody Richman is a film editor best known for his work on politically charged documentaries, including Michael Moore’s "Fahrenheit 9/11."
  • C. Black Hippy
    Black Hippy is a Los Angeles–based hip hop supergroup formed under Top Dawg Entertainment, best known for its four members Kendrick Lamar, Schoolboy Q, Ab-Soul, and Jay Rock.
  • D. Hopsin
    Hopsin is an American rapper, producer, and actor known for his technical lyricism, socially conscious themes, and distinctive white contact lenses.
  • E. Don Toliver
    Don Toliver is an American rapper and singer known for his melodic trap style and collaborations with major artists like Travis Scott and Kanye West.
  • 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: Talik Kweli & Hi-Tek
Triple: [Soundbombing II, featuresArtist, Talik Kweli & Hi-Tek]
Generated description
Talib Kweli & Hi-Tek are a hip-hop duo best known as Reflection Eternal, combining Kweli’s socially conscious lyricism with Hi-Tek’s soulful, sample-based production.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Talik Kweli & Hi-Tek
Target entity description: Talib Kweli & Hi-Tek are a hip-hop duo best known as Reflection Eternal, combining Kweli’s socially conscious lyricism with Hi-Tek’s soulful, sample-based production.
  • A. Fashawn
    Fashawn is an American hip-hop artist and rapper known for his introspective lyrics and collaborations with prominent figures in the underground and mainstream rap scenes.
  • B. T. Woody Richman
    T. Woody Richman is a film editor best known for his work on politically charged documentaries, including Michael Moore’s "Fahrenheit 9/11."
  • C. Black Hippy
    Black Hippy is a Los Angeles–based hip hop supergroup formed under Top Dawg Entertainment, best known for its four members Kendrick Lamar, Schoolboy Q, Ab-Soul, and Jay Rock.
  • D. Hopsin
    Hopsin is an American rapper, producer, and actor known for his technical lyricism, socially conscious themes, and distinctive white contact lenses.
  • E. Don Toliver
    Don Toliver is an American rapper and singer known for his melodic trap style and collaborations with major artists like Travis Scott and Kanye West.
  • 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_69e11e30d05481909df915354c89f0d6 completed April 16, 2026, 5:36 p.m.
NER Named-entity recognition batch_69f15fecf1c8819091a05f2a1b93ca8a completed April 29, 2026, 1:33 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0b2d7ad7888190b2815c074475d932 completed May 18, 2026, 3:17 p.m.
NEDg Description generation batch_6a0b3648cb208190b749e343c3d5c88d completed May 18, 2026, 3:54 p.m.
NED2 Entity disambiguation (via description) batch_6a0b37002120819097bf1f6e56b6afe5 completed May 18, 2026, 3:57 p.m.
Created at: April 16, 2026, 8:53 p.m.