Triple

T10915718
Position Surface form Disambiguated ID Type / Status
Subject PEP 636 E257816 entity
Predicate author P4 FINISHED
Object Sven Marnach
Sven Marnach is a software developer and Python contributor known for co-authoring PEP 636, which explains the language’s structural pattern matching feature.
E902250 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: Sven Marnach | Statement: [PEP 636, author, Sven Marnach]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Sven Marnach
Context triple: [PEP 636, author, Sven Marnach]
  • A. Christoph Riggenbach
    Christoph Riggenbach was a Swiss architect known for designing the Kunstmuseum Basel, one of the oldest public art collections in the world.
  • B. Matthias Ringmann
    Matthias Ringmann was a German humanist scholar and cartographer best known for helping name the continent America through his collaboration on the 1507 Waldseemüller world map.
  • C. Markus Sattler
    Markus Sattler is a German software engineer and entrepreneur best known as a co-founder and former CTO of the email marketing platform Mailjet.
  • D. Martin Suter
    Martin Suter is a Swiss author best known for his popular contemporary novels and crime fiction, including the successful "Business Class" stories and the Allmen detective series.
  • E. Florian Klaempfl
    Florian Klaempfl is a software developer best known as the original creator and lead architect of the Free Pascal compiler.
  • 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: Sven Marnach
Triple: [PEP 636, author, Sven Marnach]
Generated description
Sven Marnach is a software developer and Python contributor known for co-authoring PEP 636, which explains the language’s structural pattern matching feature.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Sven Marnach
Target entity description: Sven Marnach is a software developer and Python contributor known for co-authoring PEP 636, which explains the language’s structural pattern matching feature.
  • A. Christoph Riggenbach
    Christoph Riggenbach was a Swiss architect known for designing the Kunstmuseum Basel, one of the oldest public art collections in the world.
  • B. Matthias Ringmann
    Matthias Ringmann was a German humanist scholar and cartographer best known for helping name the continent America through his collaboration on the 1507 Waldseemüller world map.
  • C. Markus Sattler
    Markus Sattler is a German software engineer and entrepreneur best known as a co-founder and former CTO of the email marketing platform Mailjet.
  • D. Martin Suter
    Martin Suter is a Swiss author best known for his popular contemporary novels and crime fiction, including the successful "Business Class" stories and the Allmen detective series.
  • E. Florian Klaempfl
    Florian Klaempfl is a software developer best known as the original creator and lead architect of the Free Pascal compiler.
  • 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_69d6aa864ed88190818280ab6791d065 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d77074c77c8190af91369eee11f1b7 completed April 9, 2026, 9:25 a.m.
NED1 Entity disambiguation (via context triple) batch_69e3c7e869748190991e06d9df50faa9 completed April 18, 2026, 6:05 p.m.
NEDg Description generation batch_69e3ca36528081908dd0db5063e90b3b completed April 18, 2026, 6:15 p.m.
NED2 Entity disambiguation (via description) batch_69e3cf08cf108190966b4abd0514a6ea completed April 18, 2026, 6:35 p.m.
Created at: April 8, 2026, 9:22 p.m.