Triple

T13212752
Position Surface form Disambiguated ID Type / Status
Subject UFC 81 E314533 entity
Predicate featuredFighter P101800 FINISHED
Object Nate Marquardt
Nate Marquardt is an American mixed martial artist and former UFC middleweight title challenger known for his well-rounded skills and long career in major MMA promotions.
 E1034179 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: Nate Marquardt | Statement: [UFC 81, featuredFighter, Nate Marquardt]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Nate Marquardt
Context triple: [UFC 81, featuredFighter, Nate Marquardt]
  • A. Nate Arling
    Nate Arling is a rock musician and drummer best known for his work with the psychobilly band The Cramps.
  • B. Nathan Nugent
    Nathan Nugent is a film editor known for his work on acclaimed independent and international films, including collaborations with director Sebastián Lelio.
  • C. Drew Tarver
    Drew Tarver is an American comedian and actor known for his work in television and sketch comedy, including prominent roles on shows like The Other Two and various voice performances in animated series.
  • D. Nate Rogers
    Nate Rogers is a notable individual who shares the Rogers surname and has achieved enough recognition to be specifically identified among its bearers.
  • E. Nate Farley
    Nate Farley is an American rock guitarist best known for his work in the indie and alternative scenes, including his tenure with The Breeders.
  • 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: Nate Marquardt
Triple: [UFC 81, featuredFighter, Nate Marquardt]
Generated description
Nate Marquardt is an American mixed martial artist and former UFC middleweight title challenger known for his well-rounded skills and long career in major MMA promotions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Nate Marquardt
Target entity description: Nate Marquardt is an American mixed martial artist and former UFC middleweight title challenger known for his well-rounded skills and long career in major MMA promotions.
  • A. Nate Arling
    Nate Arling is a rock musician and drummer best known for his work with the psychobilly band The Cramps.
  • B. Nathan Nugent
    Nathan Nugent is a film editor known for his work on acclaimed independent and international films, including collaborations with director Sebastián Lelio.
  • C. Drew Tarver
    Drew Tarver is an American comedian and actor known for his work in television and sketch comedy, including prominent roles on shows like The Other Two and various voice performances in animated series.
  • D. Nate Rogers
    Nate Rogers is a notable individual who shares the Rogers surname and has achieved enough recognition to be specifically identified among its bearers.
  • E. Nate Farley
    Nate Farley is an American rock guitarist best known for his work in the indie and alternative scenes, including his tenure with The Breeders.
  • 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_69d806aee7308190b70a237ba2a6e3e1 completed April 9, 2026, 8:06 p.m.
NER Named-entity recognition batch_69d98c9f0f148190a0698ef27573c885 completed April 10, 2026, 11:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69f71f15a99c8190b70a3e2a55e67a4e completed May 3, 2026, 10:10 a.m.
NEDg Description generation batch_69f71fe2c128819096cc31c9cbb739b5 completed May 3, 2026, 10:13 a.m.
NED2 Entity disambiguation (via description) batch_69f7208d47388190b1b51f346b0d1423 completed May 3, 2026, 10:16 a.m.
Created at: April 9, 2026, 9:17 p.m.