Triple

T14662826
Position Surface form Disambiguated ID Type / Status
Subject G5 Sahel Joint Force E344288 entity
Predicate hasOperationalArea P82 FINISHED
Object Mali–Niger border
The Mali–Niger border is a sparsely populated, Sahelian frontier region in West Africa that has become a hotspot of insecurity, armed group activity, and international counterterrorism operations.
E1112707 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: Mali–Niger border | Statement: [G5 Sahel Joint Force, hasOperationalArea, Mali–Niger border]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mali–Niger border
Context triple: [G5 Sahel Joint Force, hasOperationalArea, Mali–Niger border]
  • A. Mali–Algeria border
    The Mali–Algeria border is a remote, largely desert frontier in the central Sahara that separates northern Mali from southern Algeria and has strategic significance for trans-Saharan trade and security.
  • B. Mali–Burkina Faso border region
    The Mali–Burkina Faso border region is a sparsely governed Sahelian frontier zone marked by desert and semi-arid landscapes, where state presence is weak and jihadist insurgencies, communal violence, and illicit trafficking are widespread.
  • C. Burkina Faso–Togo border region
    The Burkina Faso–Togo border region is a sparsely populated West African frontier area characterized by savanna landscapes, cross-border ethnic communities, and shared river systems that support agriculture and pastoralism.
  • D. Burkina Faso–Ghana border
    The Burkina Faso–Ghana border is an international boundary in West Africa that largely follows natural features such as the Black Volta River, separating landlocked Burkina Faso from its southern neighbor Ghana.
  • E. Benin–Togo border region
    The Benin–Togo border region is a West African area characterized by shared cultural ties and diverse landscapes, including river basins, savannas, and agricultural zones that span both countries.
  • 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: Mali–Niger border
Triple: [G5 Sahel Joint Force, hasOperationalArea, Mali–Niger border]
Generated description
The Mali–Niger border is a sparsely populated, Sahelian frontier region in West Africa that has become a hotspot of insecurity, armed group activity, and international counterterrorism operations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mali–Niger border
Target entity description: The Mali–Niger border is a sparsely populated, Sahelian frontier region in West Africa that has become a hotspot of insecurity, armed group activity, and international counterterrorism operations.
  • A. Mali–Algeria border
    The Mali–Algeria border is a remote, largely desert frontier in the central Sahara that separates northern Mali from southern Algeria and has strategic significance for trans-Saharan trade and security.
  • B. Mali–Burkina Faso border region
    The Mali–Burkina Faso border region is a sparsely governed Sahelian frontier zone marked by desert and semi-arid landscapes, where state presence is weak and jihadist insurgencies, communal violence, and illicit trafficking are widespread.
  • C. Burkina Faso–Togo border region
    The Burkina Faso–Togo border region is a sparsely populated West African frontier area characterized by savanna landscapes, cross-border ethnic communities, and shared river systems that support agriculture and pastoralism.
  • D. Burkina Faso–Ghana border
    The Burkina Faso–Ghana border is an international boundary in West Africa that largely follows natural features such as the Black Volta River, separating landlocked Burkina Faso from its southern neighbor Ghana.
  • E. Benin–Togo border region
    The Benin–Togo border region is a West African area characterized by shared cultural ties and diverse landscapes, including river basins, savannas, and agricultural zones that span both countries.
  • 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_69d822e283fc8190a0e4c235cf880052 completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69deb54ae5ac81908cc69891f280e5f7 completed April 14, 2026, 9:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69fdd5e4789481909a64622a1d284373 completed May 8, 2026, 12:24 p.m.
NEDg Description generation batch_69fdd9b5d7988190927e88feef6a972f completed May 8, 2026, 12:40 p.m.
NED2 Entity disambiguation (via description) batch_69fddaa56f4c8190ba56af6a7a56a201 completed May 8, 2026, 12:44 p.m.
Created at: April 10, 2026, 1:27 a.m.