Triple

T4353356
Position Surface form Disambiguated ID Type / Status
Subject Semantic Information Processing E98084 entity
Predicate hasContributor P4244 FINISHED
Object Daniel G. Bobrow
Daniel G. Bobrow was an influential American computer scientist and early artificial intelligence researcher known for his work on natural language understanding and AI programming systems.
 E451438 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: Daniel G. Bobrow | Statement: [Semantic Information Processing, hasContributor, Daniel G. Bobrow]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Daniel G. Bobrow
Context triple: [Semantic Information Processing, hasContributor, Daniel G. Bobrow]
  • A. Louis J. Horvitz
    Louis J. Horvitz is an American television director best known for directing numerous major live awards shows, including multiple Academy Awards broadcasts.
  • B. Milburn G. Apt
    Milburn G. Apt was a United States Air Force test pilot and the first person to exceed Mach 3, who died in the crash of the Bell X-2 during a record-setting flight in 1956.
  • C. Richard Waldinger
    Richard Waldinger is a computer scientist known for his work in automated reasoning and program verification, often in collaboration with Zohar Manna.
  • D. Philip Hauge Abelson
    Philip Hauge Abelson was an American physicist, nuclear scientist, and science administrator known for co-discovering neptunium and for his influential leadership in U.S. scientific research and policy.
  • E. Donald R. Richberg
    Donald R. Richberg was an American lawyer and political advisor who played a leading role in shaping New Deal labor and industrial policy during the Roosevelt administration.
  • 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: Daniel G. Bobrow
Triple: [Semantic Information Processing, hasContributor, Daniel G. Bobrow]
Generated description
Daniel G. Bobrow was an influential American computer scientist and early artificial intelligence researcher known for his work on natural language understanding and AI programming systems.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Daniel G. Bobrow
Target entity description: Daniel G. Bobrow was an influential American computer scientist and early artificial intelligence researcher known for his work on natural language understanding and AI programming systems.
  • A. Louis J. Horvitz
    Louis J. Horvitz is an American television director best known for directing numerous major live awards shows, including multiple Academy Awards broadcasts.
  • B. Milburn G. Apt
    Milburn G. Apt was a United States Air Force test pilot and the first person to exceed Mach 3, who died in the crash of the Bell X-2 during a record-setting flight in 1956.
  • C. Richard Waldinger
    Richard Waldinger is a computer scientist known for his work in automated reasoning and program verification, often in collaboration with Zohar Manna.
  • D. Philip Hauge Abelson
    Philip Hauge Abelson was an American physicist, nuclear scientist, and science administrator known for co-discovering neptunium and for his influential leadership in U.S. scientific research and policy.
  • E. Donald R. Richberg
    Donald R. Richberg was an American lawyer and political advisor who played a leading role in shaping New Deal labor and industrial policy during the Roosevelt administration.
  • 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_69b3454965f881908c41190bb22f0e4b completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b351c281688190aef717c4ecce8107 completed March 12, 2026, 11:52 p.m.
NED1 Entity disambiguation (via context triple) batch_69bdb8f4eab88190b123aca20feb8d63 completed March 20, 2026, 9:15 p.m.
NEDg Description generation batch_69bdbe52d6448190abe2d55dd1af8939 completed March 20, 2026, 9:38 p.m.
NED2 Entity disambiguation (via description) batch_69bdbec3b3e48190921cd07602e4be8c completed March 20, 2026, 9:40 p.m.
Created at: March 12, 2026, 11:15 p.m.