Triple
T560868
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Emberá |
E13446
|
entity |
| Predicate | languageFamily |
P1047
|
FINISHED |
| Object |
Chocoan languages
The Chocoan languages are a small family of indigenous languages spoken primarily in western Colombia and eastern Panama, known for including the Emberá and Wounaan languages.
|
E71332
|
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: Chocoan languages | Statement: [Emberá, languageFamily, Chocoan languages]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Chocoan languages Context triple: [Emberá, languageFamily, Chocoan languages]
-
A.
Oto-Manguean languages
The Oto-Manguean languages are a large and ancient family of indigenous languages of Mesoamerica, spoken primarily in central and southern Mexico and known for their complex tonal systems and significant cultural history.
-
B.
Nahuan languages
The Nahuan languages are a branch of the Uto-Aztecan language family that includes Nahuatl and related indigenous languages historically spoken by the Aztecs and other peoples of central Mexico.
-
C.
Muna–Buton languages
The Muna–Buton languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi and nearby islands in Indonesia.
-
D.
Marquesic languages
Marquesic languages are a subgroup of the Austronesian language family spoken primarily in the Marquesas Islands and surrounding regions of Polynesia.
-
E.
Batanic languages
Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
- 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: Chocoan languages Triple: [Emberá, languageFamily, Chocoan languages]
Generated description
The Chocoan languages are a small family of indigenous languages spoken primarily in western Colombia and eastern Panama, known for including the Emberá and Wounaan languages.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Chocoan languages Target entity description: The Chocoan languages are a small family of indigenous languages spoken primarily in western Colombia and eastern Panama, known for including the Emberá and Wounaan languages.
-
A.
Oto-Manguean languages
The Oto-Manguean languages are a large and ancient family of indigenous languages of Mesoamerica, spoken primarily in central and southern Mexico and known for their complex tonal systems and significant cultural history.
-
B.
Nahuan languages
The Nahuan languages are a branch of the Uto-Aztecan language family that includes Nahuatl and related indigenous languages historically spoken by the Aztecs and other peoples of central Mexico.
-
C.
Muna–Buton languages
The Muna–Buton languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi and nearby islands in Indonesia.
-
D.
Marquesic languages
Marquesic languages are a subgroup of the Austronesian language family spoken primarily in the Marquesas Islands and surrounding regions of Polynesia.
-
E.
Batanic languages
Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
- 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_69a4933edcf08190b35ecfd6014caee6 |
completed | March 1, 2026, 7:27 p.m. |
| NER | Named-entity recognition | batch_69a499e2795c8190903240e79964156d |
completed | March 1, 2026, 7:56 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a4fc7dea048190a5a1472825f6d747 |
completed | March 2, 2026, 2:57 a.m. |
| NEDg | Description generation | batch_69a4fcf4f4048190ae7ec93774c292be |
completed | March 2, 2026, 2:59 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a4fd51f2608190b7835e7ba0d78adb |
completed | March 2, 2026, 3 a.m. |
Created at: March 1, 2026, 7:32 p.m.