Triple

T4278264
Position Surface form Disambiguated ID Type / Status
Subject Pipenv E97091 entity
Predicate usesFileFormat P8463 FINISHED
Object Pipfile
Pipfile is a configuration file used by Python’s Pipenv tool to declare a project’s package dependencies and related environment settings.
E427625 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: Pipfile | Statement: [Pipenv, usesFileFormat, Pipfile]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Pipfile
Context triple: [Pipenv, usesFileFormat, Pipfile]
  • A. Pipenv
    Pipenv is a Python packaging and dependency management tool that combines virtual environment handling with a Pipfile-based workflow to simplify and standardize project setup.
  • B. pip
    pip is the standard command-line package manager for Python, used to install and manage software packages from the Python Package Index (PyPI) and other repositories.
  • C. Python Packaging Authority
    The Python Packaging Authority is a working group that oversees and develops key tools, standards, and infrastructure for packaging and distributing Python software.
  • D. Python Package Index
    The Python Package Index (PyPI) is the central online repository where developers publish and download open-source Python software packages.
  • E. Uvicorn
    Uvicorn is a high-performance, ASGI-compatible web server implementation for Python, commonly used to run modern async frameworks and applications.
  • 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: Pipfile
Triple: [Pipenv, usesFileFormat, Pipfile]
Generated description
Pipfile is a configuration file used by Python’s Pipenv tool to declare a project’s package dependencies and related environment settings.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Pipfile
Target entity description: Pipfile is a configuration file used by Python’s Pipenv tool to declare a project’s package dependencies and related environment settings.
  • A. Pipenv
    Pipenv is a Python packaging and dependency management tool that combines virtual environment handling with a Pipfile-based workflow to simplify and standardize project setup.
  • B. pip
    pip is the standard command-line package manager for Python, used to install and manage software packages from the Python Package Index (PyPI) and other repositories.
  • C. pipx
    pipx is a Python tool that installs and runs Python applications in isolated environments, making it easy to manage and execute command-line utilities without polluting system-wide packages.
  • D. Python Packaging Authority
    The Python Packaging Authority is a working group that oversees and develops key tools, standards, and infrastructure for packaging and distributing Python software.
  • E. PEP 503
    PEP 503 is a Python Enhancement Proposal that defines the simple repository API used by package installers like pip to discover and download Python packages.
  • 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_69b34544be3c819084d1ab82d29f90c5 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b350201ac88190b9d8980da5f0d03d completed March 12, 2026, 11:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5b7b708b481908c1683741f84ee55 completed March 14, 2026, 7:32 p.m.
NEDg Description generation batch_69b5bb84ed808190891f2a75296c11c6 completed March 14, 2026, 7:48 p.m.
NED2 Entity disambiguation (via description) batch_69b5bc392228819089fe64b55bb572cc completed March 14, 2026, 7:51 p.m.
Created at: March 12, 2026, 11:07 p.m.