Triple

T11003615
Position Surface form Disambiguated ID Type / Status
Subject Matching Networks for One Shot Learning E260058 entity
Predicate introducesConcept P201 FINISHED
Object matching networks
Matching networks are a neural network architecture designed to perform one-shot learning by leveraging metric-based comparisons between support and query examples.
E899063 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: matching networks | Statement: [Matching Networks for One Shot Learning, introducesConcept, matching networks]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: matching networks
Context triple: [Matching Networks for One Shot Learning, introducesConcept, matching networks]
  • A. Penjaringan
    Penjaringan is a coastal subdistrict in North Jakarta, Indonesia, known for its fishing communities, ports, and low-lying areas prone to flooding.
  • B. Mutual Network
    Mutual Network was a major American radio network that operated throughout much of the 20th century, known for its news, entertainment programs, and nationwide affiliates.
  • C. communication nets
    Communication nets are interconnected systems of nodes and links that enable the transmission, routing, and exchange of messages or data across distributed components.
  • D. MIMO
    MIMO (Multiple-Input Multiple-Output) is a wireless communication technique that uses multiple transmitting and receiving antennas to significantly increase data throughput and link reliability.
  • E. E-band systems
    E-band systems are high-frequency millimeter-wave communication platforms operating roughly in the 60–90 GHz range, commonly used for high-capacity wireless backhaul and point-to-point links.
  • 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: matching networks
Triple: [Matching Networks for One Shot Learning, introducesConcept, matching networks]
Generated description
Matching networks are a neural network architecture designed to perform one-shot learning by leveraging metric-based comparisons between support and query examples.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: matching networks
Target entity description: Matching networks are a neural network architecture designed to perform one-shot learning by leveraging metric-based comparisons between support and query examples.
  • A. Penjaringan
    Penjaringan is a coastal subdistrict in North Jakarta, Indonesia, known for its fishing communities, ports, and low-lying areas prone to flooding.
  • B. Mutual Network
    Mutual Network was a major American radio network that operated throughout much of the 20th century, known for its news, entertainment programs, and nationwide affiliates.
  • C. communication nets
    Communication nets are interconnected systems of nodes and links that enable the transmission, routing, and exchange of messages or data across distributed components.
  • D. MIMO
    MIMO (Multiple-Input Multiple-Output) is a wireless communication technique that uses multiple transmitting and receiving antennas to significantly increase data throughput and link reliability.
  • E. E-band systems
    E-band systems are high-frequency millimeter-wave communication platforms operating roughly in the 60–90 GHz range, commonly used for high-capacity wireless backhaul and point-to-point links.
  • 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_69d6aa8a6a548190a750f944ccdc8064 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d797546f448190946ee6442d657dc5 completed April 9, 2026, 12:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69e3453d181081908cb58a957f4d1295 completed April 18, 2026, 8:47 a.m.
NEDg Description generation batch_69e35570b0bc8190a939b0c8e3ce8105 completed April 18, 2026, 9:57 a.m.
NED2 Entity disambiguation (via description) batch_69e359508a388190a16d48a17015e13e completed April 18, 2026, 10:13 a.m.
Created at: April 8, 2026, 9:25 p.m.