Triple

T2446267
Position Surface form Disambiguated ID Type / Status
Subject Gur languages E53600 entity
Predicate hasMemberLanguage P7390 FINISHED
Object Tampulma language
The Tampulma language is a Gur language spoken by the Tampulma people of northern Ghana.
 E267648 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: Tampulma language | Statement: [Gur languages, hasMemberLanguage, Tampulma language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tampulma language
Context triple: [Gur languages, hasMemberLanguage, Tampulma language]
  • A. Tadaksahak language
    The Tadaksahak language is a Northern Songhay language spoken primarily by the pastoralist Tadaksahak (Idaksahak) people of Mali, influenced by both Berber and Tuareg languages.
  • B. Bakumpai language
    The Bakumpai language is an Austronesian language spoken by the Bakumpai people of central Kalimantan in Indonesia, closely related to other Dayak and Malayic languages of Borneo.
  • C. Puyuma language
    The Puyuma language is an endangered Austronesian language spoken by the Puyuma Indigenous people of southeastern Taiwan.
  • D. Lamaholot language
    The Lamaholot language is an Austronesian language spoken primarily in eastern Flores and nearby islands in Indonesia, known for its numerous dialects and complex verbal morphology.
  • E. Kaimbulawa language
    The Kaimbulawa language is an Austronesian language spoken in Southeast Sulawesi, Indonesia, as part of the Muna–Buton subgroup.
  • 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: Tampulma language
Triple: [Gur languages, hasMemberLanguage, Tampulma language]
Generated description
The Tampulma language is a Gur language spoken by the Tampulma people of northern Ghana.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tampulma language
Target entity description: The Tampulma language is a Gur language spoken by the Tampulma people of northern Ghana.
  • A. Tadaksahak language
    The Tadaksahak language is a Northern Songhay language spoken primarily by the pastoralist Tadaksahak (Idaksahak) people of Mali, influenced by both Berber and Tuareg languages.
  • B. Bakumpai language
    The Bakumpai language is an Austronesian language spoken by the Bakumpai people of central Kalimantan in Indonesia, closely related to other Dayak and Malayic languages of Borneo.
  • C. Puyuma language
    The Puyuma language is an endangered Austronesian language spoken by the Puyuma Indigenous people of southeastern Taiwan.
  • D. Lamaholot language
    The Lamaholot language is an Austronesian language spoken primarily in eastern Flores and nearby islands in Indonesia, known for its numerous dialects and complex verbal morphology.
  • E. Kaimbulawa language
    The Kaimbulawa language is an Austronesian language spoken in Southeast Sulawesi, Indonesia, as part of the Muna–Buton subgroup.
  • 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_69ab495d227c8190b26ae6548eeb1019 completed March 6, 2026, 9:38 p.m.
NER Named-entity recognition batch_69abca25a84c8190859bf51000beffec completed March 7, 2026, 6:48 a.m.
NED1 Entity disambiguation (via context triple) batch_69aef0bd7a088190b635a8bac233c5cd completed March 9, 2026, 4:09 p.m.
NEDg Description generation batch_69aef50bc7ac8190add8ee63c5621dc1 completed March 9, 2026, 4:27 p.m.
NED2 Entity disambiguation (via description) batch_69aef632e2e08190b21023cbb0f12be8 completed March 9, 2026, 4:32 p.m.
Created at: March 6, 2026, 9:43 p.m.