Triple
T8370658
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Abdul Hafiz Ghoga |
E197443
|
entity |
| Predicate | placeOfActivity |
P1527
|
FINISHED |
| Object | Benghazi |
E6209
|
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: Benghazi | Statement: [Abdul Hafiz Ghoga, placeOfActivity, Benghazi]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Benghazi Context triple: [Abdul Hafiz Ghoga, placeOfActivity, Benghazi]
-
A.
Benghazi
chosen
Benghazi is a major port city in eastern Libya that has historically served as a key political, economic, and cultural center of the country.
-
B.
2012 Benghazi attack
The 2012 Benghazi attack was a coordinated militant assault on U.S. diplomatic and CIA facilities in Benghazi, Libya, that killed four Americans and sparked intense political controversy in the United States.
-
C.
Benghazi District
Benghazi District is an administrative region in northeastern Libya that encompasses the city of Benghazi, one of the country’s largest and most important urban centers.
-
D.
Benghazi metropolitan area
The Benghazi metropolitan area is the urban region centered on Benghazi, Libya’s second-largest city and a major economic, cultural, and political hub in the country.
-
E.
United States consulate in Benghazi
The United States consulate in Benghazi was the diplomatic mission in eastern Libya that became the focus of intense scrutiny and controversy following the deadly 2012 attack that prompted multiple U.S. congressional investigations.
- 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_69ca82f56730819080cec5d991c76f4c |
completed | March 30, 2026, 2:04 p.m. |
| NER | Named-entity recognition | batch_69cb80a509dc81909e0ea4c66b21d84f |
completed | March 31, 2026, 8:07 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ce02aab4488190abc63bace296e32a |
completed | April 2, 2026, 5:46 a.m. |
Created at: March 30, 2026, 6:01 p.m.