Triple

T14409451
Position Surface form Disambiguated ID Type / Status
Subject Without Warning E357285 entity
Predicate hasTrack P3284 FINISHED
Object Mad Stalkers
"Mad Stalkers" is a song featured on the hip-hop album "Without Warning," a collaborative project by 21 Savage, Offset, and producer Metro Boomin.
E1097067 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: Mad Stalkers | Statement: [Without Warning, hasTrack, Mad Stalkers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mad Stalkers
Context triple: [Without Warning, hasTrack, Mad Stalkers]
  • A. Night Stalkers
    Night Stalkers is the nickname of the U.S. Army’s elite 160th Special Operations Aviation Regiment, renowned for its highly specialized nighttime helicopter operations in support of special forces.
  • B. Nightstalkers series
    The Nightstalkers series is a Marvel Comics horror-action title that follows Blade teaming up with other supernatural hunters to battle vampires and occult threats.
  • C. Saint of Killers
    Saint of Killers is a supernatural, unstoppable gunslinger and embodiment of death from the "Preacher" comic book series created by Garth Ennis and Steve Dillon.
  • D. Back Stabbers
    "Back Stabbers" is a classic 1972 soul song by The O'Jays, renowned for its smooth Philadelphia soul sound and lyrics about betrayal and deceit.
  • E. Zabivaka
    Zabivaka is the wolf character that served as the official mascot for major international football tournaments hosted by Russia, including the 2018 FIFA World Cup.
  • 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: Mad Stalkers
Triple: [Without Warning, hasTrack, Mad Stalkers]
Generated description
"Mad Stalkers" is a song featured on the hip-hop album "Without Warning," a collaborative project by 21 Savage, Offset, and producer Metro Boomin.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mad Stalkers
Target entity description: "Mad Stalkers" is a song featured on the hip-hop album "Without Warning," a collaborative project by 21 Savage, Offset, and producer Metro Boomin.
  • A. Night Stalkers
    Night Stalkers is the nickname of the U.S. Army’s elite 160th Special Operations Aviation Regiment, renowned for its highly specialized nighttime helicopter operations in support of special forces.
  • B. Nightstalkers series
    The Nightstalkers series is a Marvel Comics horror-action title that follows Blade teaming up with other supernatural hunters to battle vampires and occult threats.
  • C. Saint of Killers
    Saint of Killers is a supernatural, unstoppable gunslinger and embodiment of death from the "Preacher" comic book series created by Garth Ennis and Steve Dillon.
  • D. Back Stabbers
    "Back Stabbers" is a classic 1972 soul song by The O'Jays, renowned for its smooth Philadelphia soul sound and lyrics about betrayal and deceit.
  • E. Zabivaka
    Zabivaka is the wolf character that served as the official mascot for major international football tournaments hosted by Russia, including the 2018 FIFA World Cup.
  • 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_69d82793421c8190861eb0e673b085de completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de90c9b3448190aec1608836a5e913 completed April 14, 2026, 7:08 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd5524e26c81909424b5ba88b5f330 completed May 8, 2026, 3:14 a.m.
NEDg Description generation batch_69fd56844d7c8190906b6550fb1c28d5 completed May 8, 2026, 3:20 a.m.
NED2 Entity disambiguation (via description) batch_69fd5731c9188190bda2958bef87dfe2 completed May 8, 2026, 3:23 a.m.
Created at: April 10, 2026, 1:17 a.m.