Triple

T18016284
Position Surface form Disambiguated ID Type / Status
Subject DenseNet E431004 entity
Predicate relatedTo P37 FINISHED
Object Highway Networks
Highway Networks are a type of neural network architecture that uses learnable gating mechanisms to regulate information flow across layers, enabling very deep networks to be trained effectively.
E1300982 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: Highway Networks | Statement: [DenseNet, relatedTo, Highway Networks]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Highway Networks
Context triple: [DenseNet, relatedTo, Highway Networks]
  • A. National Highway network
    The National Highway network is Australia’s principal system of major intercity and interstate roads that links the country’s capital cities and key regional centers.
  • B. National Highway network
    The National Highway network is India’s primary system of long-distance, high-capacity roads that connects major cities, ports, and economic centers across the country.
  • C. National Highways
    National Highways is the UK government-owned company responsible for operating, maintaining, and improving England’s motorways and major A-roads.
  • D. National Highway routes
    National Highway routes are major road corridors that form the backbone of a country’s long-distance and intercity road transport system, linking key cities, ports, and regions.
  • E. North American highway network
    The North American highway network is an extensive, interconnected system of major roads and expressways spanning the United States, Canada, and parts of Mexico, facilitating long-distance travel and trade across the continent.
  • 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: Highway Networks
Triple: [DenseNet, relatedTo, Highway Networks]
Generated description
Highway Networks are a type of neural network architecture that uses learnable gating mechanisms to regulate information flow across layers, enabling very deep networks to be trained effectively.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Highway Networks
Target entity description: Highway Networks are a type of neural network architecture that uses learnable gating mechanisms to regulate information flow across layers, enabling very deep networks to be trained effectively.
  • A. National Highway network
    The National Highway network is Australia’s principal system of major intercity and interstate roads that links the country’s capital cities and key regional centers.
  • B. National Highway network
    The National Highway network is India’s primary system of long-distance, high-capacity roads that connects major cities, ports, and economic centers across the country.
  • C. National Highways
    National Highways is the UK government-owned company responsible for operating, maintaining, and improving England’s motorways and major A-roads.
  • D. National Highway routes
    National Highway routes are major road corridors that form the backbone of a country’s long-distance and intercity road transport system, linking key cities, ports, and regions.
  • E. North American highway network
    The North American highway network is an extensive, interconnected system of major roads and expressways spanning the United States, Canada, and parts of Mexico, facilitating long-distance travel and trade across the continent.
  • 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_69d8b904530081908bf341d842464856 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4b523f588819097389e067dda7f23 completed April 19, 2026, 10:57 a.m.
NED1 Entity disambiguation (via context triple) batch_6a034324daec8190a9bbec1ad80c70f9 completed May 12, 2026, 3:11 p.m.
NEDg Description generation batch_6a0343dc91688190ae8e2f051cefef85 completed May 12, 2026, 3:14 p.m.
NED2 Entity disambiguation (via description) batch_6a0344b6f4e081908ff2fbc7bfa4c4e1 completed May 12, 2026, 3:18 p.m.
Created at: April 10, 2026, 10:24 a.m.