Triple
T9192182
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Aslian languages |
E220616
|
entity |
| Predicate | hasMemberLanguage |
P7390
|
FINISHED |
| Object |
Semaq Beri language
Semaq Beri is an Aslian Austroasiatic language spoken by the indigenous Semaq Beri people of Peninsular Malaysia.
|
E783994
|
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: Semaq Beri language | Statement: [Aslian languages, hasMemberLanguage, Semaq Beri language]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Semaq Beri language Context triple: [Aslian languages, hasMemberLanguage, Semaq Beri language]
-
A.
Siwi language
The Siwi language is a Berber (Amazigh) language spoken by the Siwi people in Egypt’s Siwa Oasis, characterized by significant Arabic influence and its status as one of the easternmost Berber languages.
-
B.
Yidgha language
The Yidgha language is an Eastern Iranian language spoken in parts of northeastern Afghanistan, closely related to Munji and noted for preserving archaic features within the Pamir language group.
-
C.
Lundayeh language
The Lundayeh language is an Austronesian language spoken by the Lundayeh (Lun Bawang) people of northern Borneo, primarily in parts of Malaysia and Indonesia.
-
D.
Khwarshi language
The Khwarshi language is a Northeast Caucasian (Nakh-Daghestanian) language spoken by a small ethnic group in Dagestan, Russia, known for its complex phonology and rich case system.
-
E.
Ghomara language
The Ghomara language is a lesser-known Berber language spoken by the Ghomara people in northern Morocco.
- 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: Semaq Beri language Triple: [Aslian languages, hasMemberLanguage, Semaq Beri language]
Generated description
Semaq Beri is an Aslian Austroasiatic language spoken by the indigenous Semaq Beri people of Peninsular Malaysia.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Semaq Beri language Target entity description: Semaq Beri is an Aslian Austroasiatic language spoken by the indigenous Semaq Beri people of Peninsular Malaysia.
-
A.
Siwi language
The Siwi language is a Berber (Amazigh) language spoken by the Siwi people in Egypt’s Siwa Oasis, characterized by significant Arabic influence and its status as one of the easternmost Berber languages.
-
B.
Yidgha language
The Yidgha language is an Eastern Iranian language spoken in parts of northeastern Afghanistan, closely related to Munji and noted for preserving archaic features within the Pamir language group.
-
C.
Lundayeh language
The Lundayeh language is an Austronesian language spoken by the Lundayeh (Lun Bawang) people of northern Borneo, primarily in parts of Malaysia and Indonesia.
-
D.
Khwarshi language
The Khwarshi language is a Northeast Caucasian (Nakh-Daghestanian) language spoken by a small ethnic group in Dagestan, Russia, known for its complex phonology and rich case system.
-
E.
Ghomara language
The Ghomara language is a lesser-known Berber language spoken by the Ghomara people in northern Morocco.
- 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_69ca83e7ba70819088b74866d9da2c30 |
completed | March 30, 2026, 2:08 p.m. |
| NER | Named-entity recognition | batch_69ccd5c077b4819086c74e91ee4bd75e |
completed | April 1, 2026, 8:22 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d05c2bb2c481909db8c223aececf37 |
completed | April 4, 2026, 12:32 a.m. |
| NEDg | Description generation | batch_69d05d4ec9d48190bb425fe0449f4bf2 |
completed | April 4, 2026, 12:37 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d05ddd28008190b82c42220871e73f |
completed | April 4, 2026, 12:39 a.m. |
Created at: March 30, 2026, 7:24 p.m.