Triple

T6731019
Position Surface form Disambiguated ID Type / Status
Subject Mass Effect E153632 entity
Predicate recurringCharacter P12208 FINISHED
Object Liara T'Soni
Liara T'Soni is an asari scientist and powerful biotic who becomes a key ally and potential companion to Commander Shepard throughout the Mass Effect series.
E616001 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: Liara T'Soni | Statement: [Mass Effect, recurringCharacter, Liara T'Soni]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Liara T'Soni
Context triple: [Mass Effect, recurringCharacter, Liara T'Soni]
  • A. Cayde-6
    Cayde-6 is a fan-favorite, wisecracking Hunter Vanguard and Exo character from the Destiny video game series.
  • B. Melinda May
    Melinda May is a highly skilled S.H.I.E.L.D. agent and pilot in the Marvel universe, renowned for her combat expertise, stoic demeanor, and loyalty to Director Phil Coulson's team.
  • C. Shepard
    Shepard is the middle name of William S. Benson, a notable figure whose full identity includes this given name.
  • D. Shepard
    Shepard is a surname most famously associated with Sam Shepard, the American playwright, actor, and director known for his influential works in contemporary theater and film.
  • E. Sinjin Hawke
    Sinjin Hawke is a Canadian electronic music producer and DJ known for his futuristic, maximalist club sound and influential releases on labels like Fractal Fantasy.
  • 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: Liara T'Soni
Triple: [Mass Effect, recurringCharacter, Liara T'Soni]
Generated description
Liara T'Soni is an asari scientist and powerful biotic who becomes a key ally and potential companion to Commander Shepard throughout the Mass Effect series.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Liara T'Soni
Target entity description: Liara T'Soni is an asari scientist and powerful biotic who becomes a key ally and potential companion to Commander Shepard throughout the Mass Effect series.
  • A. Cayde-6
    Cayde-6 is a fan-favorite, wisecracking Hunter Vanguard and Exo character from the Destiny video game series.
  • B. Melinda May
    Melinda May is a highly skilled S.H.I.E.L.D. agent and pilot in the Marvel universe, renowned for her combat expertise, stoic demeanor, and loyalty to Director Phil Coulson's team.
  • C. Shepard
    Shepard is the middle name of William S. Benson, a notable figure whose full identity includes this given name.
  • D. Shepard
    Shepard is a surname most famously associated with Sam Shepard, the American playwright, actor, and director known for his influential works in contemporary theater and film.
  • E. Sinjin Hawke
    Sinjin Hawke is a Canadian electronic music producer and DJ known for his futuristic, maximalist club sound and influential releases on labels like Fractal Fantasy.
  • 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_69c6880bdd68819097de8b6099992682 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d16a30888190ae474d90bb71ac49 completed March 27, 2026, 6:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69c70b029960819090de37c99e80ceb9 completed March 27, 2026, 10:56 p.m.
NEDg Description generation batch_69c70bf3e2fc8190bc5d044b890ddc02 completed March 27, 2026, 11 p.m.
NED2 Entity disambiguation (via description) batch_69c70cece560819099b488a95a3c79c5 completed March 27, 2026, 11:04 p.m.
Created at: March 27, 2026, 2:09 p.m.