Triple
T8370789
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | anti-Gaddafi rebel forces |
E197446
|
entity |
| Predicate | notableBattle |
P259
|
FINISHED |
| Object |
Battle of Benghazi (2011)
The Battle of Benghazi (2011) was a key early confrontation in the Libyan Civil War in which rebel forces clashed with Muammar Gaddafi’s troops for control of the country’s second-largest city, prompting international intervention.
|
E727111
|
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: Battle of Benghazi (2011) | Statement: [anti-Gaddafi rebel forces, notableBattle, Battle of Benghazi (2011)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Battle of Benghazi (2011) Context triple: [anti-Gaddafi rebel forces, notableBattle, Battle of Benghazi (2011)]
-
A.
Battle of Sirte (2011)
The Battle of Sirte (2011) was a major and decisive confrontation in the Libyan Civil War in which anti-Gaddafi forces captured Muammar Gaddafi’s hometown, leading directly to his capture and death and marking the effective end of his regime.
-
B.
Battle of Misrata
The Battle of Misrata was a major and prolonged urban confrontation during the 2011 Libyan Civil War, in which rebel forces defended the strategic coastal city of Misrata against sustained attacks by Muammar Gaddafi’s troops.
-
C.
Battle of Zawiya (2011)
The Battle of Zawiya (2011) was a key early engagement in the Libyan Civil War in which rebel forces fought to seize and hold the strategic city of Zawiya from Muammar Gaddafi’s government troops.
-
D.
Battle of Sirte (2016)
The Battle of Sirte (2016) was a major military campaign in the Second Libyan Civil War in which forces aligned with Libya’s UN-backed Government of National Accord, supported by U.S. airstrikes, fought to expel Islamic State militants from the coastal city of Sirte.
-
E.
Battle of Tripoli (2011)
The Battle of Tripoli (2011) was the decisive rebel offensive during the Libyan Civil War that led to the fall of Muammar Gaddafi’s regime and the capture of the capital city.
- 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: Battle of Benghazi (2011) Triple: [anti-Gaddafi rebel forces, notableBattle, Battle of Benghazi (2011)]
Generated description
The Battle of Benghazi (2011) was a key early confrontation in the Libyan Civil War in which rebel forces clashed with Muammar Gaddafi’s troops for control of the country’s second-largest city, prompting international intervention.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Battle of Benghazi (2011) Target entity description: The Battle of Benghazi (2011) was a key early confrontation in the Libyan Civil War in which rebel forces clashed with Muammar Gaddafi’s troops for control of the country’s second-largest city, prompting international intervention.
-
A.
Battle of Sirte (2011)
The Battle of Sirte (2011) was a major and decisive confrontation in the Libyan Civil War in which anti-Gaddafi forces captured Muammar Gaddafi’s hometown, leading directly to his capture and death and marking the effective end of his regime.
-
B.
Battle of Misrata
The Battle of Misrata was a major and prolonged urban confrontation during the 2011 Libyan Civil War, in which rebel forces defended the strategic coastal city of Misrata against sustained attacks by Muammar Gaddafi’s troops.
-
C.
Battle of Zawiya (2011)
The Battle of Zawiya (2011) was a key early engagement in the Libyan Civil War in which rebel forces fought to seize and hold the strategic city of Zawiya from Muammar Gaddafi’s government troops.
-
D.
Battle of Sirte (2016)
The Battle of Sirte (2016) was a major military campaign in the Second Libyan Civil War in which forces aligned with Libya’s UN-backed Government of National Accord, supported by U.S. airstrikes, fought to expel Islamic State militants from the coastal city of Sirte.
-
E.
Battle of Tripoli (2011)
The Battle of Tripoli (2011) was the decisive rebel offensive during the Libyan Civil War that led to the fall of Muammar Gaddafi’s regime and the capture of the capital city.
- 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_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_69cdc79752b48190933ea644a59f2305 |
completed | April 2, 2026, 1:34 a.m. |
| NEDg | Description generation | batch_69cdcc88ee7881909c81d55a5354cbae |
completed | April 2, 2026, 1:55 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69cdcd366df88190aefa4fe9d5d470e6 |
completed | April 2, 2026, 1:58 a.m. |
Created at: March 30, 2026, 6:01 p.m.