Triple

T5923414
Position Surface form Disambiguated ID Type / Status
Subject Bigloo E131747 entity
Predicate maintainedBy P86 FINISHED
Object Manuel Serrano
Manuel Serrano is a computer scientist and software engineer best known for creating and maintaining the Bigloo Scheme compiler and contributing to programming language implementation and web programming tools.
 E597380 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: Manuel Serrano | Statement: [Bigloo, maintainedBy, Manuel Serrano]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Manuel Serrano
Context triple: [Bigloo, maintainedBy, Manuel Serrano]
  • A. Vicente Suárez
    Vicente Suárez was a young Mexican military cadet celebrated as one of the Niños Héroes for his heroic death defending Chapultepec Castle during the Mexican–American War.
  • B. Vicente Navarro
    Vicente Navarro is a Spanish footballer known for playing as a midfielder in the early 20th century, notably for Valencia CF.
  • C. Manuel Salgado
    Manuel Salgado is a Portuguese architect best known for his influential public and cultural building designs, including major projects in Lisbon.
  • D. Manuel Vega
    Manuel Vega is a designer best known for his work on the Moonman character.
  • E. Fernando Chacón
    Fernando Chacón was a Spanish naval officer best known for his role as a commander in early 18th-century Mediterranean maritime conflicts.
  • 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: Manuel Serrano
Triple: [Bigloo, maintainedBy, Manuel Serrano]
Generated description
Manuel Serrano is a computer scientist and software engineer best known for creating and maintaining the Bigloo Scheme compiler and contributing to programming language implementation and web programming tools.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Manuel Serrano
Target entity description: Manuel Serrano is a computer scientist and software engineer best known for creating and maintaining the Bigloo Scheme compiler and contributing to programming language implementation and web programming tools.
  • A. Vicente Suárez
    Vicente Suárez was a young Mexican military cadet celebrated as one of the Niños Héroes for his heroic death defending Chapultepec Castle during the Mexican–American War.
  • B. Vicente Navarro
    Vicente Navarro is a Spanish footballer known for playing as a midfielder in the early 20th century, notably for Valencia CF.
  • C. Manuel Salgado
    Manuel Salgado is a Portuguese architect best known for his influential public and cultural building designs, including major projects in Lisbon.
  • D. Manuel Vega
    Manuel Vega is a designer best known for his work on the Moonman character.
  • E. Fernando Chacón
    Fernando Chacón was a Spanish naval officer best known for his role as a commander in early 18th-century Mediterranean maritime conflicts.
  • 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_69c0085a1ed08190a7e9a8b6323fd680 completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c03851189c819094524e8b5080545e completed March 22, 2026, 6:43 p.m.
NED1 Entity disambiguation (via context triple) batch_69c65fa576888190a3fd0fb3eac72a3f completed March 27, 2026, 10:44 a.m.
NEDg Description generation batch_69c66032e6dc8190a6e250750c9dc88f completed March 27, 2026, 10:47 a.m.
NED2 Entity disambiguation (via description) batch_69c660eb84b481909099ef2f473b296e completed March 27, 2026, 10:50 a.m.
Created at: March 22, 2026, 4 p.m.