Triple
T9948346
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Chocho |
E195262
|
entity |
| Predicate | isSpokenBy |
P2181
|
FINISHED |
| Object |
Chocho people
The Chocho people are an indigenous group from Oaxaca, Mexico, known for their distinct culture, traditions, and use of the Chocho (Chocholtec) language.
|
E931954
|
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: Chocho people | Statement: [Chocho, isSpokenBy, Chocho people]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Chocho people Context triple: [Chocho, isSpokenBy, Chocho people]
-
A.
Toubou people
The Toubou people are a traditionally nomadic ethnic group of herders and traders native to the central Sahara, primarily in Chad, Niger, and Libya.
-
B.
Chango people
The Chango people are an Indigenous coastal group of northern Chile known historically for their maritime culture, fishing and seafaring traditions, and early resistance to Spanish colonization.
-
C.
Paite people
The Paite people are an indigenous ethnic group of the broader Kuki-Chin-Mizo family in Northeast India and neighboring regions, known for their distinct cultural traditions and Tibeto-Burman linguistic heritage.
-
D.
Zezuru people
The Zezuru people are a subgroup of the Shona ethnic community of Zimbabwe, known for their distinct dialect, cultural traditions, and historical presence in the country’s central and northern regions.
-
E.
Warji people
The Warji people are an ethnic group primarily found in northern Nigeria, known for their distinct language and cultural traditions within the region.
- 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: Chocho people Triple: [Chocho, isSpokenBy, Chocho people]
Generated description
The Chocho people are an indigenous group from Oaxaca, Mexico, known for their distinct culture, traditions, and use of the Chocho (Chocholtec) language.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Chocho people Target entity description: The Chocho people are an indigenous group from Oaxaca, Mexico, known for their distinct culture, traditions, and use of the Chocho (Chocholtec) language.
-
A.
Toubou people
The Toubou people are a traditionally nomadic ethnic group of herders and traders native to the central Sahara, primarily in Chad, Niger, and Libya.
-
B.
Chango people
The Chango people are an Indigenous coastal group of northern Chile known historically for their maritime culture, fishing and seafaring traditions, and early resistance to Spanish colonization.
-
C.
Paite people
The Paite people are an indigenous ethnic group of the broader Kuki-Chin-Mizo family in Northeast India and neighboring regions, known for their distinct cultural traditions and Tibeto-Burman linguistic heritage.
-
D.
Zezuru people
The Zezuru people are a subgroup of the Shona ethnic community of Zimbabwe, known for their distinct dialect, cultural traditions, and historical presence in the country’s central and northern regions.
-
E.
Warji people
The Warji people are an ethnic group primarily found in northern Nigeria, known for their distinct language and cultural traditions within the region.
- 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_69ca82e96a108190932bd1fc4acd73a0 |
completed | March 30, 2026, 2:04 p.m. |
| NER | Named-entity recognition | batch_69cdb659307c81908279adb641ceef86 |
completed | April 2, 2026, 12:20 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e6847ad9fc819085b0d6c886488c3b |
completed | April 20, 2026, 7:54 p.m. |
| NEDg | Description generation | batch_69e68ce8d7988190a0dd3abe5f2afc97 |
completed | April 20, 2026, 8:30 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69e6b7a31b4081909b06bc9b6d0a1617 |
completed | April 20, 2026, 11:32 p.m. |
Created at: March 30, 2026, 8:45 p.m.