Triple
T2144462
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Battle of Tripoli (2019–2020) |
E47031
|
entity |
| Predicate | precededBy |
P97
|
FINISHED |
| Object |
Western Libya campaign (2019)
The Western Libya campaign (2019) was a phase of the Second Libyan Civil War marked by clashes between forces aligned with the UN-recognized Government of National Accord and the Libyan National Army for control of territory in western Libya.
|
E47031
|
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: Western Libya campaign (2019) | Statement: [Battle of Tripoli (2019–2020), precededBy, Western Libya campaign (2019)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Western Libya campaign (2019) Context triple: [Battle of Tripoli (2019–2020), precededBy, Western Libya campaign (2019)]
-
A.
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.
-
B.
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.
-
C.
Battle of Tripoli (2019–2020)
The Battle of Tripoli (2019–2020) was a major military offensive in Libya in which forces loyal to General Khalifa Haftar attempted, but ultimately failed, to seize the capital Tripoli from the UN-recognized Government of National Accord.
-
D.
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.
-
E.
Second Libyan Civil War
The Second Libyan Civil War was a multi-sided conflict that erupted after the fall of Muammar Gaddafi, pitting rival governments, militias, and foreign-backed factions against each other and plunging Libya into prolonged instability and violence.
- 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: Western Libya campaign (2019) Triple: [Battle of Tripoli (2019–2020), precededBy, Western Libya campaign (2019)]
Generated description
The Western Libya campaign (2019) was a phase of the Second Libyan Civil War marked by clashes between forces aligned with the UN-recognized Government of National Accord and the Libyan National Army for control of territory in western Libya.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Western Libya campaign (2019) Target entity description: The Western Libya campaign (2019) was a phase of the Second Libyan Civil War marked by clashes between forces aligned with the UN-recognized Government of National Accord and the Libyan National Army for control of territory in western Libya.
-
A.
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.
-
B.
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.
-
C.
Battle of Tripoli (2019–2020)
chosen
The Battle of Tripoli (2019–2020) was a major military offensive in Libya in which forces loyal to General Khalifa Haftar attempted, but ultimately failed, to seize the capital Tripoli from the UN-recognized Government of National Accord.
-
D.
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.
-
E.
Second Libyan Civil War
The Second Libyan Civil War was a multi-sided conflict that erupted after the fall of Muammar Gaddafi, pitting rival governments, militias, and foreign-backed factions against each other and plunging Libya into prolonged instability and violence.
- F. None of above.
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_69a88a1933e0819094f18426ed74180f |
completed | March 4, 2026, 7:38 p.m. |
| NER | Named-entity recognition | batch_69abbe223f848190a60bd0f15aed1021 |
completed | March 7, 2026, 5:56 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae58d5535c8190b59293afe3a10834 |
completed | March 9, 2026, 5:21 a.m. |
| NEDg | Description generation | batch_69ae597198b88190b0253aa121ed35e1 |
completed | March 9, 2026, 5:24 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae5a02404c819088acf7c592cb2cae |
completed | March 9, 2026, 5:26 a.m. |
Created at: March 4, 2026, 7:44 p.m.