Triple

T9690907
Position Surface form Disambiguated ID Type / Status
Subject Marzullo's algorithm E234530 entity
Predicate origin P410 FINISHED
Object proposed by Keith Marzullo
Marzullo's algorithm is a fault-tolerant clock synchronization method used in distributed systems to derive a consistent time interval from multiple, potentially unreliable time sources.
 E815703 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: proposed by Keith Marzullo | Statement: [Marzullo's algorithm, origin, proposed by Keith Marzullo]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: proposed by Keith Marzullo
Context triple: [Marzullo's algorithm, origin, proposed by Keith Marzullo]
  • A. Michael Kaplan
    Michael Kaplan is a composer and musician known for creating the music for the film "Burlesque."
  • B. Darius R. Bushnell
    Darius R. Bushnell was a benefactor whose contributions led to the naming of Bushnell Memorial Hall in his honor.
  • C. Jim Manzi
    Jim Manzi is an American businessman best known for leading Lotus Development Corporation as its CEO during the height of its success in the software industry.
  • D. Martin Resnick
    Martin Resnick is an individual notable enough to be recognized as a prominent bearer of the surname Resnick.
  • E. Paul Resnick
    Paul Resnick is an American academic and researcher known for his pioneering work in recommender systems, online communities, and human-computer interaction.
  • 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: proposed by Keith Marzullo
Triple: [Marzullo's algorithm, origin, proposed by Keith Marzullo]
Generated description
Marzullo's algorithm is a fault-tolerant clock synchronization method used in distributed systems to derive a consistent time interval from multiple, potentially unreliable time sources.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: proposed by Keith Marzullo
Target entity description: Marzullo's algorithm is a fault-tolerant clock synchronization method used in distributed systems to derive a consistent time interval from multiple, potentially unreliable time sources.
  • A. Michael Kaplan
    Michael Kaplan is a composer and musician known for creating the music for the film "Burlesque."
  • B. Darius R. Bushnell
    Darius R. Bushnell was a benefactor whose contributions led to the naming of Bushnell Memorial Hall in his honor.
  • C. Jim Manzi
    Jim Manzi is an American businessman best known for leading Lotus Development Corporation as its CEO during the height of its success in the software industry.
  • D. Martin Resnick
    Martin Resnick is an individual notable enough to be recognized as a prominent bearer of the surname Resnick.
  • E. Paul Resnick
    Paul Resnick is an American academic and researcher known for his pioneering work in recommender systems, online communities, and human-computer interaction.
  • 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_69ca84ca73208190957a900c8543bdcc completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cd9d0422e88190a234ba74eb0dad25 completed April 1, 2026, 10:32 p.m.
NED1 Entity disambiguation (via context triple) batch_69d19118874c81909a97f874b1dc2db8 completed April 4, 2026, 10:30 p.m.
NEDg Description generation batch_69d193a5cdac8190b84564f397d00124 completed April 4, 2026, 10:41 p.m.
NED2 Entity disambiguation (via description) batch_69d19457c6488190a7bc72e1a27c088a completed April 4, 2026, 10:44 p.m.
Created at: March 30, 2026, 8:17 p.m.