Triple

T6523604
Position Surface form Disambiguated ID Type / Status
Subject Trans–New Guinea languages E151246 entity
Predicate hasSubgroup P747 FINISHED
Object Dani languages
The Dani languages are a group of closely related Papuan languages spoken primarily in the central highlands of Papua (Indonesian New Guinea), known for their large speaker populations and cultural significance among the Dani peoples.
E602082 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: Dani languages | Statement: [Trans–New Guinea languages, hasSubgroup, Dani languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dani languages
Context triple: [Trans–New Guinea languages, hasSubgroup, Dani languages]
  • A. Tagbanwa languages
    Tagbanwa languages are a group of closely related Austronesian languages spoken by the Tagbanwa people of Palawan in the Philippines, known for their association with one of the country’s indigenous scripts.
  • B. Tani languages
    The Tani languages are a subgroup of the Sino-Tibetan language family spoken primarily in Arunachal Pradesh and adjoining regions of Northeast India by various indigenous communities.
  • C. Kunama languages
    The Kunama languages are a small group of closely related languages spoken primarily by the Kunama people of western Eritrea and adjacent regions of Ethiopia.
  • D. Misumalpan languages
    The Misumalpan languages are a small family of indigenous languages spoken primarily along the Atlantic coast of Nicaragua and neighboring regions of Central America.
  • E. Tai languages
    Tai languages are a major branch of the Tai–Kadai language family that includes widely spoken languages such as Thai and Lao across Southeast Asia.
  • 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: Dani languages
Triple: [Trans–New Guinea languages, hasSubgroup, Dani languages]
Generated description
The Dani languages are a group of closely related Papuan languages spoken primarily in the central highlands of Papua (Indonesian New Guinea), known for their large speaker populations and cultural significance among the Dani peoples.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dani languages
Target entity description: The Dani languages are a group of closely related Papuan languages spoken primarily in the central highlands of Papua (Indonesian New Guinea), known for their large speaker populations and cultural significance among the Dani peoples.
  • A. Tagbanwa languages
    Tagbanwa languages are a group of closely related Austronesian languages spoken by the Tagbanwa people of Palawan in the Philippines, known for their association with one of the country’s indigenous scripts.
  • B. Tani languages
    The Tani languages are a subgroup of the Sino-Tibetan language family spoken primarily in Arunachal Pradesh and adjoining regions of Northeast India by various indigenous communities.
  • C. Kunama languages
    The Kunama languages are a small group of closely related languages spoken primarily by the Kunama people of western Eritrea and adjacent regions of Ethiopia.
  • D. Misumalpan languages
    The Misumalpan languages are a small family of indigenous languages spoken primarily along the Atlantic coast of Nicaragua and neighboring regions of Central America.
  • E. Tai languages
    Tai languages are a major branch of the Tai–Kadai language family that includes widely spoken languages such as Thai and Lao across Southeast Asia.
  • 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_69c687f522748190b3058405553cdabd completed March 27, 2026, 1:36 p.m.
NER Named-entity recognition batch_69c6ad970afc81909d3231203eacf413 completed March 27, 2026, 4:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6cb74dfac81908eb44811869450ae completed March 27, 2026, 6:24 p.m.
NEDg Description generation batch_69c6cd049fac81908c955caa0ccac5ba completed March 27, 2026, 6:31 p.m.
NED2 Entity disambiguation (via description) batch_69c6ce00096c8190a3015bcd392e0ce4 completed March 27, 2026, 6:35 p.m.
Created at: March 27, 2026, 1:45 p.m.