Triple
T18930032
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | A14 road |
E463079
|
entity |
| Predicate | hasMajorUpgrade |
P133845
|
FINISHED |
| Object | A14 Cambridge to Huntingdon improvement scheme |
—
|
NE NERFINISHED |
How this triple was built (3 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: A14 Cambridge to Huntingdon improvement scheme | Statement: [A14 road, hasMajorUpgrade, A14 Cambridge to Huntingdon improvement scheme]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: A14 Cambridge to Huntingdon improvement scheme Context triple: [A14 road, hasMajorUpgrade, A14 Cambridge to Huntingdon improvement scheme]
-
A.
Huntingdon to Cambridge section
chosen
The Huntingdon to Cambridge section is a major stretch of the A14 in eastern England that serves as a key strategic route linking the Midlands with Cambridge and the East Coast ports.
-
B.
Ipswich southern bypass
The Ipswich southern bypass is a major road section that diverts through-traffic around the southern side of Ipswich, improving traffic flow and reducing congestion in the town centre.
-
C.
Cambridge Line between Hitchin and Cambridge
The Cambridge Line between Hitchin and Cambridge is a key section of the rail network in eastern England, linking the East Coast Main Line to the city of Cambridge and serving both regional and long-distance passenger services.
-
D.
Chelmsford bypass
The Chelmsford bypass is a major roadway designed to divert through-traffic around the city of Chelmsford, reducing congestion in the urban center.
-
E.
Colchester bypass
The Colchester bypass is a major road section designed to divert through-traffic around the town of Colchester, reducing congestion in the urban area.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasMajorUpgrade Context triple: [A14 road, hasMajorUpgrade, A14 Cambridge to Huntingdon improvement scheme]
-
A.
isMajorUpgrade
Indicates that one version or change represents a significant, non-trivial upgrade over another in terms of scope, impact, or functionality.
-
B.
hasMajorInstallation
Indicates that one entity possesses, hosts, or contains a primary or significant facility, base, or installation of another entity.
-
C.
hasMajor
Indicates that an entity (typically a person or student) has a specific primary field of academic study or specialization.
-
D.
hasMajorMigrationWave
Indicates a significant, large-scale movement of a population from one place to another during a particular period.
-
E.
hasMajorBranch
Indicates that one entity possesses or includes another entity as a primary or principal subdivision or branch.
- F. None of above. chosen
Provenance (4 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_69d8dcfdbbb881909964fa5a75bd0b48 |
completed | April 10, 2026, 11:20 a.m. |
| NER | Named-entity recognition | batch_69e5c9bfaee881908d701c5a05528939 |
completed | April 20, 2026, 6:37 a.m. |
| PD | Predicate disambiguation | batch_69e4a2efec5c8190840704016bf547a1 |
completed | April 19, 2026, 9:40 a.m. |
| PDg | Predicate description generation | batch_69e4ad8e075c8190ad561edc5e520057 |
completed | April 19, 2026, 10:25 a.m. |
Created at: April 10, 2026, 11:59 a.m.