Triple

T23366596
Position Surface form Disambiguated ID Type / Status
Subject Moneybagg Yo E593339 entity
Predicate notableWork P4 FINISHED
Object 2 Heartless
2 Heartless is a 2018 mixtape by American rapper Moneybagg Yo that blends gritty street narratives with melodic trap production and helped solidify his rising prominence in hip-hop.
 E1583439 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: 2 Heartless | Statement: [Moneybagg Yo, notableWork, 2 Heartless]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: 2 Heartless
Context triple: [Moneybagg Yo, notableWork, 2 Heartless]
  • A. Land of tha Heartless
    "Land of tha Heartless" is a track by Bone Thugs-n-Harmony from their influential 1995 album *E. 1999 Eternal*, known for its rapid-fire harmonies and dark, melodic gangsta rap style.
  • B. Kingdom Hearts: Chain of Memories
    Kingdom Hearts: Chain of Memories is an action role-playing game that bridges the stories of the original Kingdom Hearts and Kingdom Hearts II, introducing card-based combat and deeper exploration of Sora’s memories.
  • C. Ventus in Kingdom Hearts Birth by Sleep
    Ventus in Kingdom Hearts Birth by Sleep is one of the game's three main Keyblade-wielding protagonists, known for his youthful appearance, connection to Sora, and central role in the series’ backstory.
  • D. Kingdom Hearts II
    Kingdom Hearts II is an action role-playing game that continues the crossover adventure of Disney and Final Fantasy characters, following Sora and his friends as they battle the Heartless and Nobodies across multiple worlds.
  • E. Heartless
    "Heartless" is a hit song by Kanye West that blends melancholic lyrics about emotional coldness and heartbreak with minimalist, Auto-Tune–driven production.
  • 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: 2 Heartless
Triple: [Moneybagg Yo, notableWork, 2 Heartless]
Generated description
2 Heartless is a 2018 mixtape by American rapper Moneybagg Yo that blends gritty street narratives with melodic trap production and helped solidify his rising prominence in hip-hop.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: 2 Heartless
Target entity description: 2 Heartless is a 2018 mixtape by American rapper Moneybagg Yo that blends gritty street narratives with melodic trap production and helped solidify his rising prominence in hip-hop.
  • A. Land of tha Heartless
    "Land of tha Heartless" is a track by Bone Thugs-n-Harmony from their influential 1995 album *E. 1999 Eternal*, known for its rapid-fire harmonies and dark, melodic gangsta rap style.
  • B. Kingdom Hearts: Chain of Memories
    Kingdom Hearts: Chain of Memories is an action role-playing game that bridges the stories of the original Kingdom Hearts and Kingdom Hearts II, introducing card-based combat and deeper exploration of Sora’s memories.
  • C. Ventus in Kingdom Hearts Birth by Sleep
    Ventus in Kingdom Hearts Birth by Sleep is one of the game's three main Keyblade-wielding protagonists, known for his youthful appearance, connection to Sora, and central role in the series’ backstory.
  • D. Kingdom Hearts II
    Kingdom Hearts II is an action role-playing game that continues the crossover adventure of Disney and Final Fantasy characters, following Sora and his friends as they battle the Heartless and Nobodies across multiple worlds.
  • E. Heartless
    "Heartless" is a hit song by Kanye West that blends melancholic lyrics about emotional coldness and heartbreak with minimalist, Auto-Tune–driven production.
  • 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_69e25d2593c88190bcdf4a716a94ccb2 completed April 17, 2026, 4:17 p.m.
NER Named-entity recognition batch_69f1a0ac7494819082e98ac5632eba28 completed April 29, 2026, 6:09 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c5dd964f081909aa71493fe6e07c7 completed May 19, 2026, 12:55 p.m.
NEDg Description generation batch_6a0c5f27dbac8190a633ff61bc3321bd completed May 19, 2026, 1:01 p.m.
NED2 Entity disambiguation (via description) batch_6a0c5fd0c4e88190901c08e6c969e7ac completed May 19, 2026, 1:04 p.m.
Created at: April 17, 2026, 5:31 p.m.