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.