Triple

T2630584
Position Surface form Disambiguated ID Type / Status
Subject Migdal approximation E59621 entity
Predicate historicallyAttributedTo P4595 FINISHED
Object Arkady Migdal
Arkady Migdal was a prominent Soviet theoretical physicist known for his influential work in quantum electrodynamics, nuclear physics, and many-body theory.
E331852 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: Arkady Migdal | Statement: [Migdal approximation, historicallyAttributedTo, Arkady Migdal]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Arkady Migdal
Context triple: [Migdal approximation, historicallyAttributedTo, Arkady Migdal]
  • A. Sergei Gelfand
    Sergei Gelfand is a mathematician known as one of the prominent students and collaborators of the influential Soviet mathematician Israel Gelfand.
  • B. Matvei Zakharov
    Matvei Zakharov was a Soviet military commander and Marshal of the Soviet Union who held key staff and command roles on the Eastern Front during World War II.
  • C. Sergey Ioffe
    Sergey Ioffe is a computer scientist and researcher in machine learning, best known for co-authoring the influential Batch Normalization technique widely used in deep neural networks.
  • D. Georgy Zakharov
    Georgy Zakharov was a Soviet Army general who held high-level command positions on the Eastern Front during World War II.
  • E. Luciano Faddeev
    Luciano Faddeev was a prominent Soviet and Russian mathematical physicist known for his foundational contributions to quantum field theory, scattering theory, and the theory of integrable systems.
  • 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: Arkady Migdal
Triple: [Migdal approximation, historicallyAttributedTo, Arkady Migdal]
Generated description
Arkady Migdal was a prominent Soviet theoretical physicist known for his influential work in quantum electrodynamics, nuclear physics, and many-body theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Arkady Migdal
Target entity description: Arkady Migdal was a prominent Soviet theoretical physicist known for his influential work in quantum electrodynamics, nuclear physics, and many-body theory.
  • A. Sergei Gelfand
    Sergei Gelfand is a mathematician known as one of the prominent students and collaborators of the influential Soviet mathematician Israel Gelfand.
  • B. Matvei Zakharov
    Matvei Zakharov was a Soviet military commander and Marshal of the Soviet Union who held key staff and command roles on the Eastern Front during World War II.
  • C. Sergey Ioffe
    Sergey Ioffe is a computer scientist and researcher in machine learning, best known for co-authoring the influential Batch Normalization technique widely used in deep neural networks.
  • D. Georgy Zakharov
    Georgy Zakharov was a Soviet Army general who held high-level command positions on the Eastern Front during World War II.
  • E. Luciano Faddeev
    Luciano Faddeev was a prominent Soviet and Russian mathematical physicist known for his foundational contributions to quantum field theory, scattering theory, and the theory of integrable systems.
  • 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_69ab4ac8596c8190b34997e73d9e991c completed March 6, 2026, 9:44 p.m.
NER Named-entity recognition batch_69abd8c567408190b94ff047efa4bc06 completed March 7, 2026, 7:50 a.m.
NED1 Entity disambiguation (via context triple) batch_69b22496fda88190ba70356cc6835dcb completed March 12, 2026, 2:27 a.m.
NEDg Description generation batch_69b22598f9e48190a3d63a3416c95bd9 completed March 12, 2026, 2:31 a.m.
NED2 Entity disambiguation (via description) batch_69b225f0e0b0819096f8b5f7e7ddd8c3 completed March 12, 2026, 2:33 a.m.
Created at: March 6, 2026, 9:50 p.m.