Triple

T2824893
Position Surface form Disambiguated ID Type / Status
Subject Ashley Biden E54895 entity
Predicate spouse P13 FINISHED
Object Howard Krein
Howard Krein is an American otolaryngologist and facial plastic surgeon who is married to Ashley Biden, the daughter of U.S. President Joe Biden.
E364899 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: Howard Krein | Statement: [Ashley Biden, spouse, Howard Krein]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Howard Krein
Context triple: [Ashley Biden, spouse, Howard Krein]
  • A. Michael Kagan
    Michael Kagan is an Israeli technologist and entrepreneur best known as the co-founder and longtime chief technology officer of high-performance networking company Mellanox Technologies.
  • B. Howard Lasnik
    Howard Lasnik is a prominent American linguist known for his influential work in generative syntax and his close collaboration with Noam Chomsky in developing contemporary syntactic theory.
  • C. Howard Bilerman
    Howard Bilerman is a Canadian drummer, audio engineer, and record producer best known for his work with Arcade Fire and numerous influential indie rock recordings.
  • D. Howard Roseman
    Howard Roseman is an American football executive best known as the longtime general manager and key roster architect of the NFL’s Philadelphia Eagles.
  • E. Ali Weinberg
    Ali Weinberg is an American journalist and television news producer known for her work covering politics for major U.S. news networks.
  • 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: Howard Krein
Triple: [Ashley Biden, spouse, Howard Krein]
Generated description
Howard Krein is an American otolaryngologist and facial plastic surgeon who is married to Ashley Biden, the daughter of U.S. President Joe Biden.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Howard Krein
Target entity description: Howard Krein is an American otolaryngologist and facial plastic surgeon who is married to Ashley Biden, the daughter of U.S. President Joe Biden.
  • A. Michael Kagan
    Michael Kagan is an Israeli technologist and entrepreneur best known as the co-founder and longtime chief technology officer of high-performance networking company Mellanox Technologies.
  • B. Howard Lasnik
    Howard Lasnik is a prominent American linguist known for his influential work in generative syntax and his close collaboration with Noam Chomsky in developing contemporary syntactic theory.
  • C. Howard Bilerman
    Howard Bilerman is a Canadian drummer, audio engineer, and record producer best known for his work with Arcade Fire and numerous influential indie rock recordings.
  • D. Howard Roseman
    Howard Roseman is an American football executive best known as the longtime general manager and key roster architect of the NFL’s Philadelphia Eagles.
  • E. Ali Weinberg
    Ali Weinberg is an American journalist and television news producer known for her work covering politics for major U.S. news networks.
  • 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_69ab49e100c0819082a40cb797383243 completed March 6, 2026, 9:40 p.m.
NER Named-entity recognition batch_69abde925e688190bb390d3182f8c4f0 completed March 7, 2026, 8:15 a.m.
NED1 Entity disambiguation (via context triple) batch_69b37e412a6c81908109b2afafe126cc completed March 13, 2026, 3:02 a.m.
NEDg Description generation batch_69b37eba29348190bfb3687afefe217b completed March 13, 2026, 3:04 a.m.
NED2 Entity disambiguation (via description) batch_69b37f1515f88190816c73aab8d2300e completed March 13, 2026, 3:05 a.m.
Created at: March 6, 2026, 9:59 p.m.