Triple

T7065699
Position Surface form Disambiguated ID Type / Status
Subject Trans-Kalahari Corridor E164344 entity
Predicate hasBorderPost P4105 FINISHED
Object Mamuno Border Post
Mamuno Border Post is a key land border crossing between Botswana and Namibia that serves as an important gateway for regional trade and travel along the Trans-Kalahari Corridor.
 E640496 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: Mamuno Border Post | Statement: [Trans-Kalahari Corridor, hasBorderPost, Mamuno Border Post]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Mamuno Border Post
Context triple: [Trans-Kalahari Corridor, hasBorderPost, Mamuno Border Post]
  • A. Pandamatenga border crossing
    Pandamatenga border crossing is a land border post between Botswana and Zimbabwe that serves as a gateway for regional road traffic and trade in the Pandamatenga area.
  • B. Al-Tanf border crossing
    Al-Tanf border crossing is a strategic checkpoint on the Syria–Iraq border that has been a key site of military and geopolitical significance in the Syrian conflict.
  • C. Trans-Kalahari Border Post
    Trans-Kalahari Border Post is a key international crossing facility along the Trans-Kalahari Corridor that facilitates road transport and trade between Southern African countries.
  • D. Kazungula border crossing
    The Kazungula border crossing is a key southern African transit point and bridge complex over the Zambezi River that links Botswana and Zimbabwe and facilitates regional trade and travel.
  • E. Taftan border crossing
    Taftan border crossing is a key land transit point between Pakistan and Iran, located near the town of Taftan in Balochistan.
  • 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: Mamuno Border Post
Triple: [Trans-Kalahari Corridor, hasBorderPost, Mamuno Border Post]
Generated description
Mamuno Border Post is a key land border crossing between Botswana and Namibia that serves as an important gateway for regional trade and travel along the Trans-Kalahari Corridor.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Mamuno Border Post
Target entity description: Mamuno Border Post is a key land border crossing between Botswana and Namibia that serves as an important gateway for regional trade and travel along the Trans-Kalahari Corridor.
  • A. Pandamatenga border crossing
    Pandamatenga border crossing is a land border post between Botswana and Zimbabwe that serves as a gateway for regional road traffic and trade in the Pandamatenga area.
  • B. Al-Tanf border crossing
    Al-Tanf border crossing is a strategic checkpoint on the Syria–Iraq border that has been a key site of military and geopolitical significance in the Syrian conflict.
  • C. Trans-Kalahari Border Post
    Trans-Kalahari Border Post is a key international crossing facility along the Trans-Kalahari Corridor that facilitates road transport and trade between Southern African countries.
  • D. Kazungula border crossing
    The Kazungula border crossing is a key southern African transit point and bridge complex over the Zambezi River that links Botswana and Zimbabwe and facilitates regional trade and travel.
  • E. Taftan border crossing
    Taftan border crossing is a key land transit point between Pakistan and Iran, located near the town of Taftan in Balochistan.
  • 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_69c688796c148190adb2f1596f595f22 completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6e4a4e7188190aef123ff1a2aa473 completed March 27, 2026, 8:12 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7944b4a60819089e565cb895c432f completed March 28, 2026, 8:41 a.m.
NEDg Description generation batch_69c79649c5d88190a1c70f84008aaf57 completed March 28, 2026, 8:50 a.m.
NED2 Entity disambiguation (via description) batch_69c796a26d00819093980129e452bddd completed March 28, 2026, 8:51 a.m.
Created at: March 27, 2026, 2:39 p.m.