Triple

T5838834
Position Surface form Disambiguated ID Type / Status
Subject Zope E129541 entity
Predicate uses P98 FINISHED
Object ZODB
ZODB is an object-oriented database for Python that transparently stores and retrieves Python objects without requiring an explicit object-relational mapping layer.
 E551823 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: ZODB | Statement: [Zope, uses, ZODB]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: ZODB
Context triple: [Zope, uses, ZODB]
  • A. Zope
    Zope is an open-source web application server and framework for the Python programming language, known for pioneering object publishing and component-based web development.
  • B. ODB
    ODB was the stage name of Ol' Dirty Bastard, a founding member of the Wu-Tang Clan known for his wild persona, distinctive vocal style, and influential role in 1990s hip-hop.
  • C. Zope Component Architecture integration
    Zope Component Architecture integration is a system that brings Zope’s flexible component and adapter patterns into other Python frameworks to enable modular, pluggable application design.
  • D. PyTables
    PyTables is a Python library that provides efficient management, querying, and storage of large amounts of data using the HDF5 format.
  • E. SQLAlchemy
    SQLAlchemy is a powerful Python SQL toolkit and Object-Relational Mapping (ORM) library that provides a high-level, flexible interface for working with relational databases.
  • 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: ZODB
Triple: [Zope, uses, ZODB]
Generated description
ZODB is an object-oriented database for Python that transparently stores and retrieves Python objects without requiring an explicit object-relational mapping layer.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: ZODB
Target entity description: ZODB is an object-oriented database for Python that transparently stores and retrieves Python objects without requiring an explicit object-relational mapping layer.
  • A. Zope
    Zope is an open-source web application server and framework for the Python programming language, known for pioneering object publishing and component-based web development.
  • B. ODB
    ODB was the stage name of Ol' Dirty Bastard, a founding member of the Wu-Tang Clan known for his wild persona, distinctive vocal style, and influential role in 1990s hip-hop.
  • C. Zope Component Architecture integration
    Zope Component Architecture integration is a system that brings Zope’s flexible component and adapter patterns into other Python frameworks to enable modular, pluggable application design.
  • D. PyTables
    PyTables is a Python library that provides efficient management, querying, and storage of large amounts of data using the HDF5 format.
  • E. SQLAlchemy
    SQLAlchemy is a powerful Python SQL toolkit and Object-Relational Mapping (ORM) library that provides a high-level, flexible interface for working with relational databases.
  • 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_69c034a852f88190a5d2c4b24ee17491 completed March 22, 2026, 6:27 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0a19e4ec4819099fa5c6fe9a6a257 completed March 23, 2026, 2:12 a.m.
NEDg Description generation batch_69c0a572f52481908fc4f2a833fd8edf completed March 23, 2026, 2:29 a.m.
NED2 Entity disambiguation (via description) batch_69c0a5d17d5c8190a5fe816d29400894 completed March 23, 2026, 2:30 a.m.
Created at: March 22, 2026, 3:54 p.m.