Triple

T5838687
Position Surface form Disambiguated ID Type / Status
Subject Pylons Project E129538 entity
Predicate develops P73 FINISHED
Object Deform
Deform is a Python form library, part of the Pylons ecosystem, that simplifies building and validating web forms using schema-based definitions and rich widget support.
 E552006 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: Deform | Statement: [Pylons Project, develops, Deform]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Deform
Context triple: [Pylons Project, develops, Deform]
  • A. Dwele
    Dwele is an American R&B and neo-soul singer, songwriter, and record producer known for his smooth vocals and collaborations with artists across hip-hop and soul.
  • B. The Del
    The Del is a historic, Victorian beachfront resort in Coronado, California, renowned for its distinctive red-roofed architecture and status as a National Historic Landmark.
  • C. Havoc
    Havoc is an American rapper and record producer best known as one half of the influential hip-hop duo Mobb Deep.
  • D. Kaos
    Kaos is the primary villain in the Skylanders video game series, a power-hungry Portal Master who repeatedly schemes to conquer Skylands.
  • E. Bonecrusher
    Bonecrusher is a Decepticon from the Transformers franchise, typically depicted as a brutal, heavily armed combatant who revels in destruction.
  • 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: Deform
Triple: [Pylons Project, develops, Deform]
Generated description
Deform is a Python form library, part of the Pylons ecosystem, that simplifies building and validating web forms using schema-based definitions and rich widget support.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Deform
Target entity description: Deform is a Python form library, part of the Pylons ecosystem, that simplifies building and validating web forms using schema-based definitions and rich widget support.
  • A. Dwele
    Dwele is an American R&B and neo-soul singer, songwriter, and record producer known for his smooth vocals and collaborations with artists across hip-hop and soul.
  • B. The Del
    The Del is a historic, Victorian beachfront resort in Coronado, California, renowned for its distinctive red-roofed architecture and status as a National Historic Landmark.
  • C. Havoc
    Havoc is an American rapper and record producer best known as one half of the influential hip-hop duo Mobb Deep.
  • D. Kaos
    Kaos is the primary villain in the Skylanders video game series, a power-hungry Portal Master who repeatedly schemes to conquer Skylands.
  • E. Bonecrusher
    Bonecrusher is a Decepticon from the Transformers franchise, typically depicted as a brutal, heavily armed combatant who revels in destruction.
  • 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_69c0084af79c81908af128ccc29983d0 completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c034a66c448190a6ea7f9827cbffe9 completed March 22, 2026, 6:27 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0a19a6554819086cdae499f4d2247 completed March 23, 2026, 2:12 a.m.
NEDg Description generation batch_69c0a5ce005c8190a7da8d337caa089c completed March 23, 2026, 2:30 a.m.
NED2 Entity disambiguation (via description) batch_69c0a62cadf481909007a2a16cd36dbf completed March 23, 2026, 2:32 a.m.
Created at: March 22, 2026, 3:54 p.m.