Triple

T17520401
Position Surface form Disambiguated ID Type / Status
Subject ZeroMQ E426665 entity
Predicate hasComponent P35 FINISHED
Object libzmq
libzmq is the core C++ library implementation of the ZeroMQ high-performance asynchronous messaging framework, providing the low-level socket and messaging primitives used by higher-level bindings.
 E426665 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: libzmq | Statement: [ZeroMQ, hasComponent, libzmq]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: libzmq
Context triple: [ZeroMQ, hasComponent, libzmq]
  • 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. Zig Software Foundation
    The Zig Software Foundation is the organization responsible for stewarding the development, ecosystem, and community of the Zig programming language.
  • D. RabbitMQ
    RabbitMQ is an open-source message broker that implements the Advanced Message Queuing Protocol (AMQP) to enable reliable, scalable communication between distributed applications and services.
  • E. AMQP
    AMQP (Advanced Message Queuing Protocol) is an open standard application layer protocol for message-oriented middleware that enables reliable, interoperable messaging between distributed systems.
  • 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: libzmq
Triple: [ZeroMQ, hasComponent, libzmq]
Generated description
libzmq is the core C++ library implementation of the ZeroMQ high-performance asynchronous messaging framework, providing the low-level socket and messaging primitives used by higher-level bindings.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: libzmq
Target entity description: libzmq is the core C++ library implementation of the ZeroMQ high-performance asynchronous messaging framework, providing the low-level socket and messaging primitives used by higher-level bindings.
  • 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. Zig Software Foundation
    The Zig Software Foundation is the organization responsible for stewarding the development, ecosystem, and community of the Zig programming language.
  • D. RabbitMQ
    RabbitMQ is an open-source message broker that implements the Advanced Message Queuing Protocol (AMQP) to enable reliable, scalable communication between distributed applications and services.
  • E. AMQP
    AMQP (Advanced Message Queuing Protocol) is an open standard application layer protocol for message-oriented middleware that enables reliable, interoperable messaging between distributed systems.
  • F. None of above.

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_69d889de677081909b22d2657b1f0292 completed April 10, 2026, 5:25 a.m.
NER Named-entity recognition batch_69e452d23cf08190925510344fa36f57 completed April 19, 2026, 3:58 a.m.
NED1 Entity disambiguation (via context triple) batch_6a01c94237d08190bb1f874735c87803 completed May 11, 2026, 12:19 p.m.
NEDg Description generation batch_6a01cabea2b48190a690b17a88d45b40 completed May 11, 2026, 12:25 p.m.
NED2 Entity disambiguation (via description) batch_6a01cefa08f8819086cb86ce22193baa completed May 11, 2026, 12:43 p.m.
Created at: April 10, 2026, 5:49 a.m.