Triple

T2369285
Position Surface form Disambiguated ID Type / Status
Subject Middle-earth E46050 entity
Predicate hasLanguage P15 FINISHED
Object Black Speech
Black Speech is a harsh, artificial language devised by Sauron in J.R.R. Tolkien’s Middle-earth legendarium, chiefly associated with Mordor and the inscription on the One Ring.
E261177 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: Black Speech | Statement: [Middle-earth, hasLanguage, Black Speech]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Black Speech
Context triple: [Middle-earth, hasLanguage, Black Speech]
  • A. Sindarin
    Sindarin is an Elvish language created by J.R.R. Tolkien and widely spoken by characters in his Middle-earth legendarium.
  • B. Westron
    Westron is the common tongue of Middle-earth in J.R.R. Tolkien’s legendarium, serving as the primary language of most peoples in The Hobbit and The Lord of the Rings.
  • C. Quenya
    Quenya is a fictional Elvish language created by J.R.R. Tolkien, noted for its complex grammar and melodic, Latin-like sound, and used by characters such as Aragorn in his Middle-earth legendarium.
  • D. Ulithian
    Ulithian is a Micronesian language spoken primarily on Ulithi Atoll in the Federated States of Micronesia, closely related to the Carolinian language.
  • E. Khuzdul
    Khuzdul is the secretive and guttural Dwarvish language created by J.R.R. Tolkien for the Dwarves of Middle-earth.
  • 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: Black Speech
Triple: [Middle-earth, hasLanguage, Black Speech]
Generated description
Black Speech is a harsh, artificial language devised by Sauron in J.R.R. Tolkien’s Middle-earth legendarium, chiefly associated with Mordor and the inscription on the One Ring.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Black Speech
Target entity description: Black Speech is a harsh, artificial language devised by Sauron in J.R.R. Tolkien’s Middle-earth legendarium, chiefly associated with Mordor and the inscription on the One Ring.
  • A. Sindarin
    Sindarin is an Elvish language created by J.R.R. Tolkien and widely spoken by characters in his Middle-earth legendarium.
  • B. Westron
    Westron is the common tongue of Middle-earth in J.R.R. Tolkien’s legendarium, serving as the primary language of most peoples in The Hobbit and The Lord of the Rings.
  • C. Quenya
    Quenya is a fictional Elvish language created by J.R.R. Tolkien, noted for its complex grammar and melodic, Latin-like sound, and used by characters such as Aragorn in his Middle-earth legendarium.
  • D. Ulithian
    Ulithian is a Micronesian language spoken primarily on Ulithi Atoll in the Federated States of Micronesia, closely related to the Carolinian language.
  • E. Khuzdul
    Khuzdul is the secretive and guttural Dwarvish language created by J.R.R. Tolkien for the Dwarves of Middle-earth.
  • 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_69a88a145268819083e2736cb835c696 completed March 4, 2026, 7:37 p.m.
NER Named-entity recognition batch_69abc76dcaa481908567a068bd61e5ad completed March 7, 2026, 6:36 a.m.
NED1 Entity disambiguation (via context triple) batch_69aea89eb46481909cc01202839d417f completed March 9, 2026, 11:01 a.m.
NEDg Description generation batch_69aeac2435e88190ae38a1a4d20c4872 completed March 9, 2026, 11:16 a.m.
NED2 Entity disambiguation (via description) batch_69aeaca11b008190b34397bdf7aa0669 completed March 9, 2026, 11:18 a.m.
Created at: March 4, 2026, 7:56 p.m.