Triple
T11597994
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ambler, Pennsylvania |
E275053
|
entity |
| Predicate | hasCulturalEvent |
P2955
|
FINISHED |
| Object | First Friday events |
E922906
|
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: First Friday events | Statement: [Ambler, Pennsylvania, hasCulturalEvent, First Friday events]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: First Friday events Context triple: [Ambler, Pennsylvania, hasCulturalEvent, First Friday events]
-
A.
First Friday Art Walk
First Friday Art Walk is a recurring community art event in Delray Beach, Florida, where galleries and studios open their doors for evening exhibitions, live demonstrations, and cultural activities on the first Friday of each month.
-
B.
First Fridays
First Fridays is a popular monthly community event on Abbot Kinney Boulevard in Venice, Los Angeles, featuring art, food trucks, shopping, and live entertainment.
-
C.
First Fridays
chosen
First Fridays is a monthly arts and culture event in Kansas City’s Crossroads Arts District, featuring open galleries, live performances, and community gatherings.
-
D.
First Thursday art walk
First Thursday art walk is a monthly neighborhood arts and culture event in Jamaica Plain, Boston, where local galleries, shops, and venues showcase visual art, performances, and community activities.
-
E.
Last Fridays art walk
Last Fridays art walk is a recurring community arts event in Hillsborough, North Carolina, featuring local galleries, artists, live music, and downtown businesses staying open late.
- 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_69d6aae6b14c81908dc5a74bad7591f9 |
completed | April 8, 2026, 7:22 p.m. |
| NER | Named-entity recognition | batch_69d89549c870819086e16e9110bbad87 |
completed | April 10, 2026, 6:14 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e8a7cad108819082eebb3ca130f5b8 |
completed | April 22, 2026, 10:49 a.m. |
Created at: April 8, 2026, 9:38 p.m.