Triple
T323072
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | 2011 Libyan Civil War |
E6456
|
entity |
| Predicate | notableEvent |
P259
|
FINISHED |
| Object |
Battle of Benghazi
The Battle of Benghazi was a key early confrontation in the 2011 Libyan uprising in which rebel forces clashed with Muammar Gaddafi’s troops for control of the country’s second-largest city, prompting international intervention.
|
E43249
|
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 | Statement: [2011 Libyan Civil War, notableEvent, Battle of Benghazi]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Battle of Benghazi Context triple: [2011 Libyan Civil War, notableEvent, Battle of Benghazi]
-
A.
Battle of Alam el Halfa
The Battle of Alam el Halfa was a key World War II engagement in late August–early September 1942 near El Alamein in Egypt, where British-led forces successfully halted Erwin Rommel’s final major offensive into Egypt.
-
B.
Battle of Bir Hakeim
The Battle of Bir Hakeim was a pivotal 1942 North African engagement in which Free French forces held off Axis troops in the Libyan desert, significantly delaying the advance toward Egypt.
-
C.
Battle of Otumba
The Battle of Otumba was a pivotal 1520 engagement in central Mexico where Hernán Cortés’s outnumbered Spanish and allied Indigenous forces defeated a large Aztec army, helping to secure the eventual fall of the Aztec Empire.
-
D.
Battle of Malta
The Battle of Malta was a crucial World War II air and naval campaign in which Axis forces relentlessly besieged the strategically vital island of Malta, leading to a hard-fought Allied defense that proved pivotal in controlling Mediterranean supply routes.
-
E.
Battle of the Trench
The Battle of the Trench was a pivotal 627 CE conflict near Medina in which early Muslims, under Muhammad’s leadership, successfully defended the city against a large Meccan coalition by using an innovative trench fortification.
- 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 Triple: [2011 Libyan Civil War, notableEvent, Battle of Benghazi]
Generated description
The Battle of Benghazi was a key early confrontation in the 2011 Libyan uprising 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 Target entity description: The Battle of Benghazi was a key early confrontation in the 2011 Libyan uprising 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 Alam el Halfa
The Battle of Alam el Halfa was a key World War II engagement in late August–early September 1942 near El Alamein in Egypt, where British-led forces successfully halted Erwin Rommel’s final major offensive into Egypt.
-
B.
Battle of Bir Hakeim
The Battle of Bir Hakeim was a pivotal 1942 North African engagement in which Free French forces held off Axis troops in the Libyan desert, significantly delaying the advance toward Egypt.
-
C.
Battle of Otumba
The Battle of Otumba was a pivotal 1520 engagement in central Mexico where Hernán Cortés’s outnumbered Spanish and allied Indigenous forces defeated a large Aztec army, helping to secure the eventual fall of the Aztec Empire.
-
D.
Battle of Malta
The Battle of Malta was a crucial World War II air and naval campaign in which Axis forces relentlessly besieged the strategically vital island of Malta, leading to a hard-fought Allied defense that proved pivotal in controlling Mediterranean supply routes.
-
E.
Battle of the Trench
The Battle of the Trench was a pivotal 627 CE conflict near Medina in which early Muslims, under Muhammad’s leadership, successfully defended the city against a large Meccan coalition by using an innovative trench fortification.
- 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_69a2e7933d6c8190bb2592ad13286ef2 |
completed | Feb. 28, 2026, 1:03 p.m. |
| NER | Named-entity recognition | batch_69a2ea82ba748190bae651f5de908617 |
completed | Feb. 28, 2026, 1:15 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a3d4e03a608190820e3bef93158a15 |
completed | March 1, 2026, 5:55 a.m. |
| NEDg | Description generation | batch_69a3d5629d508190ad4be1959a52adfc |
completed | March 1, 2026, 5:57 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a3d5f14ef08190ac47267967ca7047 |
completed | March 1, 2026, 6 a.m. |
Created at: Feb. 28, 2026, 1:08 p.m.