Triple

T8756348
Position Surface form Disambiguated ID Type / Status
Subject MessagePack E208080 entity
Predicate similarTo P4460 FINISHED
Object CBOR
CBOR (Concise Binary Object Representation) is a compact, schema-less binary data serialization format designed for efficient, small-footprint data interchange, especially in constrained environments like IoT.
 E754598 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: CBOR | Statement: [MessagePack, similarTo, CBOR]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: CBOR
Context triple: [MessagePack, similarTo, CBOR]
  • A. ASN.1
    ASN.1 (Abstract Syntax Notation One) is a standardized, platform-independent notation used to define and encode complex data structures in telecommunications and cryptographic protocols, including X.509 certificates.
  • B. MessagePack
    MessagePack is a compact, efficient binary serialization format designed to encode structured data for fast transmission and storage across different programming languages.
  • C. BSON
    BSON is a binary-encoded serialization format commonly used by MongoDB to store and transfer structured data efficiently while supporting additional data types beyond those in JSON.
  • D. HPACK
    HPACK is the dedicated header compression format used by HTTP/2 to efficiently encode and transmit HTTP header fields while maintaining security and performance.
  • E. JSON
    JSON (JavaScript Object Notation) is a lightweight, text-based data interchange format widely used for transmitting structured data in web APIs and configuration files.
  • 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: CBOR
Triple: [MessagePack, similarTo, CBOR]
Generated description
CBOR (Concise Binary Object Representation) is a compact, schema-less binary data serialization format designed for efficient, small-footprint data interchange, especially in constrained environments like IoT.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: CBOR
Target entity description: CBOR (Concise Binary Object Representation) is a compact, schema-less binary data serialization format designed for efficient, small-footprint data interchange, especially in constrained environments like IoT.
  • A. ASN.1
    ASN.1 (Abstract Syntax Notation One) is a standardized, platform-independent notation used to define and encode complex data structures in telecommunications and cryptographic protocols, including X.509 certificates.
  • B. MessagePack
    MessagePack is a compact, efficient binary serialization format designed to encode structured data for fast transmission and storage across different programming languages.
  • C. BSON
    BSON is a binary-encoded serialization format commonly used by MongoDB to store and transfer structured data efficiently while supporting additional data types beyond those in JSON.
  • D. HPACK
    HPACK is the dedicated header compression format used by HTTP/2 to efficiently encode and transmit HTTP header fields while maintaining security and performance.
  • E. JSON
    JSON (JavaScript Object Notation) is a lightweight, text-based data interchange format widely used for transmitting structured data in web APIs and configuration files.
  • 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_69ca835cd6b08190bd7c63db92f53c86 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc5dd95e9481909cc88e8d91601754 completed March 31, 2026, 11:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69cf4338c0f88190a1e3f7ef164b6c6d completed April 3, 2026, 4:34 a.m.
NEDg Description generation batch_69cf452b237c8190958f7b42e9611e7b completed April 3, 2026, 4:42 a.m.
NED2 Entity disambiguation (via description) batch_69cf45e6f4108190ac6955264b466abb completed April 3, 2026, 4:45 a.m.
Created at: March 30, 2026, 6:40 p.m.