Triple
T13114255
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Arapesh |
E311052
|
entity |
| Predicate | speaks |
P741
|
FINISHED |
| Object |
Bumbita Arapesh language
Bumbita Arapesh is a Papuan language of the Arapesh group spoken in the East Sepik Province of Papua New Guinea.
|
E1021606
|
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: Bumbita Arapesh language | Statement: [Arapesh, speaks, Bumbita Arapesh language]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Bumbita Arapesh language Context triple: [Arapesh, speaks, Bumbita Arapesh language]
-
A.
Buduma language
The Buduma language is an Afro-Asiatic language spoken by the Buduma (Yedina) people around Lake Chad, particularly in Chad and Cameroon.
-
B.
Apalaí language
The Apalaí language is an indigenous Cariban language spoken by the Apalaí people of the Amazon region in northern Brazil.
-
C.
Uneapa language
The Uneapa language is an Oceanic language spoken on Uneapa (Bali) Island in Papua New Guinea’s West New Britain Province, belonging to the Western Bismarck subgroup.
-
D.
Bambam language
The Bambam language is an Austronesian language spoken in parts of South Sulawesi, Indonesia, known for its place within the region’s diverse indigenous linguistic landscape.
-
E.
Boruca language
The Boruca language is an endangered indigenous Chibchan language spoken by the Boruca people of southern Costa Rica.
- 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: Bumbita Arapesh language Triple: [Arapesh, speaks, Bumbita Arapesh language]
Generated description
Bumbita Arapesh is a Papuan language of the Arapesh group spoken in the East Sepik Province of Papua New Guinea.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Bumbita Arapesh language Target entity description: Bumbita Arapesh is a Papuan language of the Arapesh group spoken in the East Sepik Province of Papua New Guinea.
-
A.
Buduma language
The Buduma language is an Afro-Asiatic language spoken by the Buduma (Yedina) people around Lake Chad, particularly in Chad and Cameroon.
-
B.
Apalaí language
The Apalaí language is an indigenous Cariban language spoken by the Apalaí people of the Amazon region in northern Brazil.
-
C.
Uneapa language
The Uneapa language is an Oceanic language spoken on Uneapa (Bali) Island in Papua New Guinea’s West New Britain Province, belonging to the Western Bismarck subgroup.
-
D.
Bambam language
The Bambam language is an Austronesian language spoken in parts of South Sulawesi, Indonesia, known for its place within the region’s diverse indigenous linguistic landscape.
-
E.
Boruca language
The Boruca language is an endangered indigenous Chibchan language spoken by the Boruca people of southern Costa Rica.
- 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_69d806a872d08190a329806f8ff30df4 |
completed | April 9, 2026, 8:06 p.m. |
| NER | Named-entity recognition | batch_69d9817f8ee8819084078b4bec5e4f18 |
completed | April 10, 2026, 11:02 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f6e28105c481908781775ba489c296 |
completed | May 3, 2026, 5:52 a.m. |
| NEDg | Description generation | batch_69f6e33f44208190881bee81c2a41850 |
completed | May 3, 2026, 5:55 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69f6e407dd988190b928b8931985a815 |
completed | May 3, 2026, 5:58 a.m. |
Created at: April 9, 2026, 9:06 p.m.