Triple
T11182882
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Karaganda railway station |
E264584
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object | Kazakhstan railway network |
E910154
|
NE FINISHED |
How this triple was built (2 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: Kazakhstan railway network | Statement: [Karaganda railway station, partOf, Kazakhstan railway network]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Kazakhstan railway network Context triple: [Karaganda railway station, partOf, Kazakhstan railway network]
-
A.
Kazakhstan Temir Zholy
chosen
Kazakhstan Temir Zholy is the state-owned national railway company of Kazakhstan, responsible for operating and managing the country’s rail transport infrastructure and services.
-
B.
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.
-
C.
Turkmen rail network
The Turkmen rail network is the national railway system of Turkmenistan, linking major cities, industrial regions, and border crossings to support both domestic transport and international trade.
-
D.
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.
-
E.
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.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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. |
Created at: April 8, 2026, 9:29 p.m.