Triple

T11302739
Position Surface form Disambiguated ID Type / Status
Subject Southern Gur languages E267635 entity
Predicate hasLanguage P15 FINISHED
Object Hanga language
The Hanga language is a Gur language spoken primarily in northern Ghana by the Hanga people.
 E917992 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: Hanga language | Statement: [Southern Gur languages, hasLanguage, Hanga language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Hanga language
Context triple: [Southern Gur languages, hasLanguage, Hanga language]
  • A. Sori-Harengan language
    The Sori-Harengan language is an Oceanic language spoken in the Admiralty Islands of Papua New Guinea, belonging to the Admiralty Islands subgroup of the Austronesian language family.
  • B. Ronga language
    The Ronga language is a Bantu language spoken primarily in southern Mozambique, closely related to Tsonga and used by the Ronga people in the Maputo region.
  • C. Waihonga language
    The Waihonga language is a lesser-known Austronesian language of the Bima–Sumba subgroup spoken on or near the island of Sumba in eastern Indonesia.
  • D. Ta-ang language
    The Ta-ang language is a Mon–Khmer language spoken primarily by the Ta-ang (Palaung) ethnic group in parts of Myanmar, China, and neighboring regions.
  • E. Hoava language
    The Hoava language is an Oceanic language spoken by communities in the western Solomon Islands, particularly on New Georgia Island.
  • 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: Hanga language
Triple: [Southern Gur languages, hasLanguage, Hanga language]
Generated description
The Hanga language is a Gur language spoken primarily in northern Ghana by the Hanga people.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Hanga language
Target entity description: The Hanga language is a Gur language spoken primarily in northern Ghana by the Hanga people.
  • A. Sori-Harengan language
    The Sori-Harengan language is an Oceanic language spoken in the Admiralty Islands of Papua New Guinea, belonging to the Admiralty Islands subgroup of the Austronesian language family.
  • B. Ronga language
    The Ronga language is a Bantu language spoken primarily in southern Mozambique, closely related to Tsonga and used by the Ronga people in the Maputo region.
  • C. Waihonga language
    The Waihonga language is a lesser-known Austronesian language of the Bima–Sumba subgroup spoken on or near the island of Sumba in eastern Indonesia.
  • D. Ta-ang language
    The Ta-ang language is a Mon–Khmer language spoken primarily by the Ta-ang (Palaung) ethnic group in parts of Myanmar, China, and neighboring regions.
  • E. Hoava language
    The Hoava language is an Oceanic language spoken by communities in the western Solomon Islands, particularly on New Georgia Island.
  • 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_69d6aac993a08190a6f36445ebaf9a43 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d7e9a5c3788190ba54eda514b97903 completed April 9, 2026, 6:02 p.m.
NED1 Entity disambiguation (via context triple) batch_69e50a57366081908a05fc52c5d4074c completed April 19, 2026, 5:01 p.m.
NEDg Description generation batch_69e510f9edb4819097e9fa1ce85504ed completed April 19, 2026, 5:29 p.m.
NED2 Entity disambiguation (via description) batch_69e516ac8dec81909c9c1eece372189e completed April 19, 2026, 5:53 p.m.
Created at: April 8, 2026, 9:32 p.m.