Triple
T480461
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Northern Nigeria |
E9154
|
entity |
| Predicate | hasSecurityIssue |
P3249
|
FINISHED |
| Object |
Boko Haram insurgency
The Boko Haram insurgency is a prolonged Islamist militant campaign in and around northeastern Nigeria marked by mass violence, abductions, and displacement of civilians.
|
E59900
|
NE FINISHED |
How this triple was built (5 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: Boko Haram insurgency | Statement: [Northern Nigeria, hasSecurityIssue, Boko Haram insurgency]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Boko Haram insurgency Context triple: [Northern Nigeria, hasSecurityIssue, Boko Haram insurgency]
-
A.
Niger Delta conflict
The Niger Delta conflict is a long-running struggle in southern Nigeria involving militant groups, local communities, the government, and oil companies over resource control, environmental degradation, and political marginalization in the oil-rich region.
-
B.
Iraqi Kurdish rebellions
Iraqi Kurdish rebellions were a series of uprisings and insurgencies by Kurdish groups in Iraq seeking greater autonomy, rights, and often independence from successive Iraqi governments throughout the 20th and early 21st centuries.
-
C.
Chadian–Libyan conflict
The Chadian–Libyan conflict was a series of armed confrontations from the 1970s to the late 1980s in which Libya, under Muammar Gaddafi, intervened militarily in Chad over territorial disputes and regional influence, culminating in Libya’s defeat and withdrawal.
-
D.
Syrian Civil War
The Syrian Civil War is a protracted, multi-sided conflict that began in 2011 as an uprising against President Bashar al-Assad’s government and escalated into a devastating war involving regional and global powers, causing massive civilian casualties and displacement.
-
E.
2011 Libyan Civil War
The 2011 Libyan Civil War was an armed conflict that led to the overthrow and death of longtime leader Muammar Gaddafi amid a broader wave of Arab Spring uprisings, involving both domestic rebel forces and international military 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: Boko Haram insurgency Triple: [Northern Nigeria, hasSecurityIssue, Boko Haram insurgency]
Generated description
The Boko Haram insurgency is a prolonged Islamist militant campaign in and around northeastern Nigeria marked by mass violence, abductions, and displacement of civilians.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Boko Haram insurgency Target entity description: The Boko Haram insurgency is a prolonged Islamist militant campaign in and around northeastern Nigeria marked by mass violence, abductions, and displacement of civilians.
-
A.
Niger Delta conflict
The Niger Delta conflict is a long-running struggle in southern Nigeria involving militant groups, local communities, the government, and oil companies over resource control, environmental degradation, and political marginalization in the oil-rich region.
-
B.
Iraqi Kurdish rebellions
Iraqi Kurdish rebellions were a series of uprisings and insurgencies by Kurdish groups in Iraq seeking greater autonomy, rights, and often independence from successive Iraqi governments throughout the 20th and early 21st centuries.
-
C.
Chadian–Libyan conflict
The Chadian–Libyan conflict was a series of armed confrontations from the 1970s to the late 1980s in which Libya, under Muammar Gaddafi, intervened militarily in Chad over territorial disputes and regional influence, culminating in Libya’s defeat and withdrawal.
-
D.
Syrian Civil War
The Syrian Civil War is a protracted, multi-sided conflict that began in 2011 as an uprising against President Bashar al-Assad’s government and escalated into a devastating war involving regional and global powers, causing massive civilian casualties and displacement.
-
E.
2011 Libyan Civil War
The 2011 Libyan Civil War was an armed conflict that led to the overthrow and death of longtime leader Muammar Gaddafi amid a broader wave of Arab Spring uprisings, involving both domestic rebel forces and international military intervention.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasSecurityIssue Context triple: [Northern Nigeria, hasSecurityIssue, Boko Haram insurgency]
-
A.
majorSecurityIssue
chosen
Indicates that the subject faces or causes a significant security vulnerability or threat.
-
B.
hasKeyIssue
Indicates that an entity is associated with a primary or central problem, concern, or topic of importance.
-
C.
hasNotableIssue
Indicates that an entity is associated with a significant problem, concern, or defect that is noteworthy or exceptional compared to typical cases.
-
D.
hadKeyIssue
Indicates that an entity experienced a primary or critical problem related to a key aspect, factor, or component.
-
E.
hasSecurityArchitecture
Indicates that an entity is associated with or defined by a particular security architecture design or framework.
- F. None of above.
Provenance (6 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_69a2e7ff81708190b0507a24a997232c |
completed | Feb. 28, 2026, 1:05 p.m. |
| NER | Named-entity recognition | batch_69a2f057c4ac819080cf43ffaa56c350 |
completed | Feb. 28, 2026, 1:40 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a46c60a02081908bbb7b4ee12903a6 |
completed | March 1, 2026, 4:42 p.m. |
| NEDg | Description generation | batch_69a46cc070f48190a58b65b67efa25de |
completed | March 1, 2026, 4:43 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69a46d2002d8819086691b73f8fbaae2 |
completed | March 1, 2026, 4:45 p.m. |
| PD | Predicate disambiguation | batch_69a2edf1d5848190a7da27e2fddc136f |
completed | Feb. 28, 2026, 1:30 p.m. |
Created at: Feb. 28, 2026, 1:12 p.m.