Triple
T1946024
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Sirte |
E42055
|
entity |
| Predicate | event |
P1664
|
FINISHED |
| Object |
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.
|
E222342
|
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 Sirte (2016) | Statement: [Sirte, event, Battle of Sirte (2016)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Battle of Sirte (2016) Context triple: [Sirte, event, Battle of Sirte (2016)]
-
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 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.
Misrata militias
Misrata militias are powerful, predominantly Islamist-leaning armed groups from the Libyan city of Misrata that played a major role in post-Gaddafi conflicts, including key battles in the Second Libyan Civil War.
-
E.
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.
- 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 Sirte (2016) Triple: [Sirte, event, Battle of Sirte (2016)]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Battle of Sirte (2016) Target entity description: 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.
-
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 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.
Misrata militias
Misrata militias are powerful, predominantly Islamist-leaning armed groups from the Libyan city of Misrata that played a major role in post-Gaddafi conflicts, including key battles in the Second Libyan Civil War.
-
E.
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.
- 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_69a8870e08fc8190a319cbf2600db15f |
completed | March 4, 2026, 7:25 p.m. |
| NER | Named-entity recognition | batch_69abb300af2481908ae359972843c1ef |
completed | March 7, 2026, 5:09 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae03180a248190a0df96066923728a |
completed | March 8, 2026, 11:15 p.m. |
| NEDg | Description generation | batch_69ae03b41dcc81909b4439006bdffc64 |
completed | March 8, 2026, 11:18 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae044314188190a7472cf5f8e89f6c |
completed | March 8, 2026, 11:20 p.m. |
Created at: March 4, 2026, 7:36 p.m.