Triple
T11182881
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Karaganda railway station |
E264584
|
entity |
| Predicate | connectsTo |
P845
|
FINISHED |
| Object |
Karaganda–Almaty railway route
The Karaganda–Almaty railway route is a major rail corridor in Kazakhstan linking the industrial city of Karaganda with the country’s largest metropolis, Almaty, and serving as an important axis for passenger and freight transport.
|
E913843
|
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: Karaganda–Almaty railway route | Statement: [Karaganda railway station, connectsTo, Karaganda–Almaty railway route]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Karaganda–Almaty railway route Context triple: [Karaganda railway station, connectsTo, Karaganda–Almaty railway route]
-
A.
Karaganda–Astana railway line
The Karaganda–Astana railway line is a major rail route in central Kazakhstan linking the industrial city of Karaganda with the nation’s capital, Astana, and serving as an important corridor for passenger and freight transport.
-
B.
Atyrau–Aktobe highway
The Atyrau–Aktobe highway is a major roadway in western Kazakhstan that links the Caspian Sea city of Atyrau with the inland regional center of Aktobe, serving as an important route for regional transport and trade.
-
C.
Trans-Caspian Railway
The Trans-Caspian Railway is a historic rail line in Central Asia that formed a key part of the Russian Empire’s and later the Soviet Union’s transportation network across the region.
-
D.
Atyrau–Astrakhan road
The Atyrau–Astrakhan road is a major regional highway linking western Kazakhstan with southern Russia along the northern Caspian Sea.
-
E.
West Siberian Railway
The West Siberian Railway is a major Russian rail network forming part of the Trans-Siberian route and serving as a key transportation corridor across Western Siberia.
- 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: Karaganda–Almaty railway route Triple: [Karaganda railway station, connectsTo, Karaganda–Almaty railway route]
Generated description
The Karaganda–Almaty railway route is a major rail corridor in Kazakhstan linking the industrial city of Karaganda with the country’s largest metropolis, Almaty, and serving as an important axis for passenger and freight transport.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Karaganda–Almaty railway route Target entity description: The Karaganda–Almaty railway route is a major rail corridor in Kazakhstan linking the industrial city of Karaganda with the country’s largest metropolis, Almaty, and serving as an important axis for passenger and freight transport.
-
A.
Karaganda–Astana railway line
The Karaganda–Astana railway line is a major rail route in central Kazakhstan linking the industrial city of Karaganda with the nation’s capital, Astana, and serving as an important corridor for passenger and freight transport.
-
B.
Atyrau–Aktobe highway
The Atyrau–Aktobe highway is a major roadway in western Kazakhstan that links the Caspian Sea city of Atyrau with the inland regional center of Aktobe, serving as an important route for regional transport and trade.
-
C.
Trans-Caspian Railway
The Trans-Caspian Railway is a historic rail line in Central Asia that formed a key part of the Russian Empire’s and later the Soviet Union’s transportation network across the region.
-
D.
Atyrau–Astrakhan road
The Atyrau–Astrakhan road is a major regional highway linking western Kazakhstan with southern Russia along the northern Caspian Sea.
-
E.
West Siberian Railway
The West Siberian Railway is a major Russian rail network forming part of the Trans-Siberian route and serving as a key transportation corridor across Western Siberia.
- 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_69d6aa9dafac8190bd90d2c74f661aa7 |
completed | April 8, 2026, 7:21 p.m. |
| NER | Named-entity recognition | batch_69d7e8a9c5e081908c85b41a268428fb |
completed | April 9, 2026, 5:58 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e4cc1ed3d0819089c6885f21350298 |
completed | April 19, 2026, 12:35 p.m. |
| NEDg | Description generation | batch_69e4d9e87508819080932fac06fb754d |
completed | April 19, 2026, 1:34 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69e4dda28b0081909245b65faae3533b |
completed | April 19, 2026, 1:50 p.m. |
Created at: April 8, 2026, 9:29 p.m.