Triple

T1880937
Position Surface form Disambiguated ID Type / Status
Subject The Beginning E39851 entity
Predicate producer P490 FINISHED
Object Freq Nasty
Freq Nasty is a breakbeat and bass music producer and DJ known for his influential role in the late-1990s and early-2000s UK electronic music scene.
 E210381 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: Freq Nasty | Statement: [The Beginning, producer, Freq Nasty]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Freq Nasty
Context triple: [The Beginning, producer, Freq Nasty]
  • A. Nasty
    "Nasty" is a 1986 hit single by Janet Jackson, known for its assertive lyrics, pioneering new jack swing sound, and iconic "nasty boys" refrain.
  • B. Fatty
    Fatty is a central child detective character in Enid Blyton’s “Mystery Series,” known for his sharp intelligence, leadership, and talent for solving complex mysteries.
  • C. Naughty
    "Naughty" is a 1980 R&B and funk studio album by American singer Chaka Khan, known for its soulful vocals and polished production.
  • D. MPD
    MPD is the primary law enforcement agency responsible for policing Washington, D.C., the capital of the United States.
  • E. Hot N***a
    "Hot N***a" is a breakout 2014 hip-hop single by Bobby Shmurda that became a viral hit and a defining track of New York drill-influenced rap.
  • 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: Freq Nasty
Triple: [The Beginning, producer, Freq Nasty]
Generated description
Freq Nasty is a breakbeat and bass music producer and DJ known for his influential role in the late-1990s and early-2000s UK electronic music scene.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Freq Nasty
Target entity description: Freq Nasty is a breakbeat and bass music producer and DJ known for his influential role in the late-1990s and early-2000s UK electronic music scene.
  • A. Nasty
    "Nasty" is a 1986 hit single by Janet Jackson, known for its assertive lyrics, pioneering new jack swing sound, and iconic "nasty boys" refrain.
  • B. Fatty
    Fatty is a central child detective character in Enid Blyton’s “Mystery Series,” known for his sharp intelligence, leadership, and talent for solving complex mysteries.
  • C. Naughty
    "Naughty" is a 1980 R&B and funk studio album by American singer Chaka Khan, known for its soulful vocals and polished production.
  • D. MPD
    MPD is the primary law enforcement agency responsible for policing Washington, D.C., the capital of the United States.
  • E. Hot N***a
    "Hot N***a" is a breakout 2014 hip-hop single by Bobby Shmurda that became a viral hit and a defining track of New York drill-influenced rap.
  • 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_69a88633e4fc8190b7eb40463e048ec5 completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69abb0fb95b48190af5286662c8b9734 completed March 7, 2026, 5 a.m.
NED1 Entity disambiguation (via context triple) batch_69addf5c55e081909fc6912e1283a73a completed March 8, 2026, 8:43 p.m.
NEDg Description generation batch_69ade089c3848190a730957799b08993 completed March 8, 2026, 8:48 p.m.
NED2 Entity disambiguation (via description) batch_69ade14bd7e48190bf7d4832a4d46992 completed March 8, 2026, 8:51 p.m.
Created at: March 4, 2026, 7:34 p.m.