Triple

T12207664
Position Surface form Disambiguated ID Type / Status
Subject Fréchet Inception Distance E290874 entity
Predicate introducedBy P513 FINISHED
Object Bernhard Nessler
Bernhard Nessler is a researcher in machine learning and generative modeling, known for co-introducing the Fréchet Inception Distance (FID) metric used to evaluate the quality of generated images.
 E971762 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: Bernhard Nessler | Statement: [Fréchet Inception Distance, introducedBy, Bernhard Nessler]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Bernhard Nessler
Context triple: [Fréchet Inception Distance, introducedBy, Bernhard Nessler]
  • A. Wilhelm Richter
    Wilhelm Richter was a German Wehrmacht general who commanded the 716th Infantry Division defending the Normandy coast during the Allied D-Day landings in World War II.
  • B. Heinrich von Liebieg
    Heinrich von Liebieg was a prominent German industrialist and art patron whose collection and philanthropy significantly supported cultural institutions in Germany.
  • C. Robert Bunsen
    Robert Bunsen was a German chemist best known for co-developing the Bunsen burner and pioneering the field of spectrum analysis.
  • D. Lodewijk Meyer
    Lodewijk Meyer was a 17th-century Dutch physician, philosopher, and close associate of Baruch Spinoza, known for his role in the early Dutch Enlightenment and contributions to rationalist thought.
  • E. Christian Ferdinand Abel
    Christian Ferdinand Abel was a prominent early 18th-century German viol player and violinist associated with leading court orchestras of his time.
  • 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: Bernhard Nessler
Triple: [Fréchet Inception Distance, introducedBy, Bernhard Nessler]
Generated description
Bernhard Nessler is a researcher in machine learning and generative modeling, known for co-introducing the Fréchet Inception Distance (FID) metric used to evaluate the quality of generated images.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Bernhard Nessler
Target entity description: Bernhard Nessler is a researcher in machine learning and generative modeling, known for co-introducing the Fréchet Inception Distance (FID) metric used to evaluate the quality of generated images.
  • A. Wilhelm Richter
    Wilhelm Richter was a German Wehrmacht general who commanded the 716th Infantry Division defending the Normandy coast during the Allied D-Day landings in World War II.
  • B. Heinrich von Liebieg
    Heinrich von Liebieg was a prominent German industrialist and art patron whose collection and philanthropy significantly supported cultural institutions in Germany.
  • C. Robert Bunsen
    Robert Bunsen was a German chemist best known for co-developing the Bunsen burner and pioneering the field of spectrum analysis.
  • D. Lodewijk Meyer
    Lodewijk Meyer was a 17th-century Dutch physician, philosopher, and close associate of Baruch Spinoza, known for his role in the early Dutch Enlightenment and contributions to rationalist thought.
  • E. Christian Ferdinand Abel
    Christian Ferdinand Abel was a prominent early 18th-century German viol player and violinist associated with leading court orchestras of his time.
  • 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_69f60a9d2f0c81908352cd9f0167c6ab completed May 2, 2026, 2:30 p.m.
NEDg Description generation batch_69f60f2154c8819081f9cf6f51e5255b completed May 2, 2026, 2:50 p.m.
NED2 Entity disambiguation (via description) batch_69f60fe8c2ec8190af7c69dd17ea75fe completed May 2, 2026, 2:53 p.m.
Created at: April 8, 2026, 9:51 p.m.