Triple
T17520371
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | ZeroMQ |
E426665
|
entity |
| Predicate | hasBinding |
P37017
|
FINISHED |
| Object | pyzmq |
—
|
NE NERFINISHED |
How this triple was built (3 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: pyzmq | Statement: [ZeroMQ, hasBinding, pyzmq]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: pyzmq Context triple: [ZeroMQ, hasBinding, pyzmq]
-
A.
ZeroMQ
ZeroMQ is a high-performance asynchronous messaging library that provides lightweight, flexible sockets for building scalable distributed and concurrent applications.
-
B.
Qpid
Qpid is an open-source messaging system implementing the AMQP protocol, commonly used as a message broker in distributed and cloud-based applications.
-
C.
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.
-
D.
ZKPY
ZKPY is the ICAO airport code for Pyongyang Sunan International Airport, the main international gateway to North Korea’s capital.
-
E.
IPython
IPython is an enhanced interactive Python shell and toolkit that provides powerful introspection, rich media, and parallel computing features, and serves as the core interactive engine behind Jupyter.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: pyzmq Target entity description: pyzmq is the Python language binding for the ZeroMQ high-performance asynchronous messaging library, enabling Python applications to use its socket-based messaging patterns.
-
A.
ZeroMQ
chosen
ZeroMQ is a high-performance asynchronous messaging library that provides lightweight, flexible sockets for building scalable distributed and concurrent applications.
-
B.
Qpid
Qpid is an open-source messaging system implementing the AMQP protocol, commonly used as a message broker in distributed and cloud-based applications.
-
C.
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.
-
D.
ZKPY
ZKPY is the ICAO airport code for Pyongyang Sunan International Airport, the main international gateway to North Korea’s capital.
-
E.
IPython
IPython is an enhanced interactive Python shell and toolkit that provides powerful introspection, rich media, and parallel computing features, and serves as the core interactive engine behind Jupyter.
- F. None of above.
Provenance (2 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_69d889de677081909b22d2657b1f0292 |
completed | April 10, 2026, 5:25 a.m. |
| NER | Named-entity recognition | batch_69e452d23cf08190925510344fa36f57 |
completed | April 19, 2026, 3:58 a.m. |
Created at: April 10, 2026, 5:49 a.m.