Triple

T11100268
Position Surface form Disambiguated ID Type / Status
Subject LF Energy E262482 entity
Predicate hasProject P14971 FINISHED
Object Shapeshifter
Shapeshifter is an LF Energy open-source project focused on standardizing and streamlining energy market communications and flexibility services.
 E904628 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: Shapeshifter | Statement: [LF Energy, hasProject, Shapeshifter]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Shapeshifter
Context triple: [LF Energy, hasProject, Shapeshifter]
  • A. Changeland
    Changeland is a 2019 independent dramedy film written and directed by Seth Green, following two friends on a life-changing trip to Thailand.
  • B. She Who Changes
    She Who Changes is a feminist theological work by Carol P. Christ that reimagines the divine in dynamic, relational, and goddess-centered terms.
  • C. The Shape
    The Shape is the silent, masked embodiment of pure evil and the primary antagonist in John Carpenter’s Halloween horror film franchise.
  • D. Eidolon
    Eidolon is a genus of large African fruit bats known for their long-distance migrations and important role in seed dispersal.
  • E. Eidolon
    Eidolon is an online classics journal and magazine that presents accessible, socially engaged writing on the ancient world for a broad contemporary audience.
  • 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: Shapeshifter
Triple: [LF Energy, hasProject, Shapeshifter]
Generated description
Shapeshifter is an LF Energy open-source project focused on standardizing and streamlining energy market communications and flexibility services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Shapeshifter
Target entity description: Shapeshifter is an LF Energy open-source project focused on standardizing and streamlining energy market communications and flexibility services.
  • A. Changeland
    Changeland is a 2019 independent dramedy film written and directed by Seth Green, following two friends on a life-changing trip to Thailand.
  • B. She Who Changes
    She Who Changes is a feminist theological work by Carol P. Christ that reimagines the divine in dynamic, relational, and goddess-centered terms.
  • C. The Shape
    The Shape is the silent, masked embodiment of pure evil and the primary antagonist in John Carpenter’s Halloween horror film franchise.
  • D. Eidolon
    Eidolon is a genus of large African fruit bats known for their long-distance migrations and important role in seed dispersal.
  • E. Eidolon
    Eidolon is an online classics journal and magazine that presents accessible, socially engaged writing on the ancient world for a broad contemporary audience.
  • 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_69d6aa9a40d88190a373e2c7e48285db completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d79a29ee6c819092bc0da3f9255389 completed April 9, 2026, 12:23 p.m.
NED1 Entity disambiguation (via context triple) batch_69e3e7f9b46881909761ed448fa5ce6e completed April 18, 2026, 8:22 p.m.
NEDg Description generation batch_69e3f2cc9b7c8190bb5fd89f239917cf completed April 18, 2026, 9:08 p.m.
NED2 Entity disambiguation (via description) batch_69e3f4a37b6c81908ca63270d82579ae completed April 18, 2026, 9:16 p.m.
Created at: April 8, 2026, 9:27 p.m.