Triple

T11397714
Position Surface form Disambiguated ID Type / Status
Subject Duru languages E270021 entity
Predicate hasMemberLanguage P7390 FINISHED
Object Longto language
Longto is a lesser-known Duru language spoken in parts of northern Cameroon, belonging to the Adamawa branch of the Niger-Congo language family.
 E923602 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: Longto language | Statement: [Duru languages, hasMemberLanguage, Longto language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Longto language
Context triple: [Duru languages, hasMemberLanguage, Longto language]
  • A. Longgu language
    The Longgu language is an Oceanic language spoken by communities in the Solomon Islands, belonging to the Southeast Solomonic branch of the Austronesian language family.
  • B. Lotuko language
    The Lotuko language is an Eastern Nilotic language spoken primarily by the Lotuko people of South Sudan.
  • C. Lengo language
    The Lengo language is an Oceanic language spoken on Guadalcanal in the Solomon Islands, known for its place within the Southeast Solomonic subgroup.
  • D. Lo-Toga language
    The Lo-Toga language is an Oceanic language spoken on the Torres Islands of northern Vanuatu, closely related to the neighboring Hiw language and known for its highly conservative phonology and grammar.
  • E. Toongo language
    The Toongo language is a lesser-known Gbaya language spoken by a small ethnic community in Central Africa.
  • 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: Longto language
Triple: [Duru languages, hasMemberLanguage, Longto language]
Generated description
Longto is a lesser-known Duru language spoken in parts of northern Cameroon, belonging to the Adamawa branch of the Niger-Congo language family.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Longto language
Target entity description: Longto is a lesser-known Duru language spoken in parts of northern Cameroon, belonging to the Adamawa branch of the Niger-Congo language family.
  • A. Longgu language
    The Longgu language is an Oceanic language spoken by communities in the Solomon Islands, belonging to the Southeast Solomonic branch of the Austronesian language family.
  • B. Lotuko language
    The Lotuko language is an Eastern Nilotic language spoken primarily by the Lotuko people of South Sudan.
  • C. Lengo language
    The Lengo language is an Oceanic language spoken on Guadalcanal in the Solomon Islands, known for its place within the Southeast Solomonic subgroup.
  • D. Lo-Toga language
    The Lo-Toga language is an Oceanic language spoken on the Torres Islands of northern Vanuatu, closely related to the neighboring Hiw language and known for its highly conservative phonology and grammar.
  • E. Toongo language
    The Toongo language is a lesser-known Gbaya language spoken by a small ethnic community in Central Africa.
  • 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_69d6aacdbc6c8190af6dc3d5f5d22836 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d80019d3d48190a2f473deb6eae33a completed April 9, 2026, 7:38 p.m.
NED1 Entity disambiguation (via context triple) batch_69e58cd74280819092f8c420630f4889 completed April 20, 2026, 2:17 a.m.
NEDg Description generation batch_69e59774e6648190a38b2515a83c2e0c completed April 20, 2026, 3:03 a.m.
NED2 Entity disambiguation (via description) batch_69e5a3abf24481908fb71f4ef6b13532 completed April 20, 2026, 3:55 a.m.
Created at: April 8, 2026, 9:34 p.m.