Triple

T12207662
Position Surface form Disambiguated ID Type / Status
Subject Fréchet Inception Distance E290874 entity
Predicate introducedBy P513 FINISHED
Object Hubert Ramsauer
Hubert Ramsauer is a computer scientist known for co-introducing the Fréchet Inception Distance (FID), a widely used metric for evaluating the quality of generative models in machine learning.
E1252301 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: Hubert Ramsauer | Statement: [Fréchet Inception Distance, introducedBy, Hubert Ramsauer]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hubert Ramsauer
Context triple: [Fréchet Inception Distance, introducedBy, Hubert Ramsauer]
  • A. Karl Rammelt
    Karl Rammelt was a German Luftwaffe fighter ace of World War II, credited with numerous aerial victories on the Eastern Front.
  • B. Johann Thiel
    Johann Thiel is a person notable enough to be recognized as a significant bearer of the surname Thiel.
  • C. Heinz Schaller
    Heinz Schaller was a German molecular biologist and entrepreneur best known for co-founding the biotechnology company Biogen.
  • D. Karl-Allmendinger
    Karl-Allmendinger was a German Wehrmacht general during World War II who commanded several army corps on the Eastern Front.
  • E. Walter Gmeindl
    Walter Gmeindl was an Austrian conductor and music educator known for teaching notable students such as Sergiu Celibidache.
  • 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: Hubert Ramsauer
Triple: [Fréchet Inception Distance, introducedBy, Hubert Ramsauer]
Generated description
Hubert Ramsauer is a computer scientist known for co-introducing the Fréchet Inception Distance (FID), a widely used metric for evaluating the quality of generative models in machine learning.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hubert Ramsauer
Target entity description: Hubert Ramsauer is a computer scientist known for co-introducing the Fréchet Inception Distance (FID), a widely used metric for evaluating the quality of generative models in machine learning.
  • A. Karl Rammelt
    Karl Rammelt was a German Luftwaffe fighter ace of World War II, credited with numerous aerial victories on the Eastern Front.
  • B. Johann Thiel
    Johann Thiel is a person notable enough to be recognized as a significant bearer of the surname Thiel.
  • C. Heinz Schaller
    Heinz Schaller was a German molecular biologist and entrepreneur best known for co-founding the biotechnology company Biogen.
  • D. Karl-Allmendinger
    Karl-Allmendinger was a German Wehrmacht general during World War II who commanded several army corps on the Eastern Front.
  • E. Walter Gmeindl
    Walter Gmeindl was an Austrian conductor and music educator known for teaching notable students such as Sergiu Celibidache.
  • 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_69d6ab65923081909acfc61b7a612233 completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d91c7d8f5c8190a46e9caa2a920fa9 completed April 10, 2026, 3:51 p.m.
NED1 Entity disambiguation (via context triple) batch_6a014132570081909fab220c002c2f10 completed May 11, 2026, 2:38 a.m.
NEDg Description generation batch_6a01427966b48190ab7cbdaa139f6fbc completed May 11, 2026, 2:44 a.m.
NED2 Entity disambiguation (via description) batch_6a0142ff1c84819093604fe074f37660 completed May 11, 2026, 2:46 a.m.
Created at: April 8, 2026, 9:51 p.m.