Triple

T8242195
Position Surface form Disambiguated ID Type / Status
Subject George Heilmeier E192562 entity
Predicate notableWork P4 FINISHED
Object dynamic scattering mode liquid crystal display
The dynamic scattering mode liquid crystal display is an early type of LCD technology that uses electric fields to induce turbulent light-scattering in liquid crystals, enabling low-cost, reflective electronic displays.
 E721627 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: dynamic scattering mode liquid crystal display | Statement: [George Heilmeier, notableWork, dynamic scattering mode liquid crystal display]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: dynamic scattering mode liquid crystal display
Context triple: [George Heilmeier, notableWork, dynamic scattering mode liquid crystal display]
  • A. DLP technology
    DLP technology is a digital display and projection system that uses microscopic mirrors to modulate light and create high-quality images in projectors and related devices.
  • B. Light-Space Modulator
    Light-Space Modulator is an experimental kinetic sculpture by László Moholy-Nagy that explores movement, light, and shadow through rotating metal and glass forms.
  • C. digital light processing
    Digital light processing is a projection and display technology that uses microscopic mirrors on a semiconductor chip to create high-quality digital images for projectors and other imaging devices.
  • D. Moiré deflectometer
    A Moiré deflectometer is a precision optical instrument that measures tiny angular deviations or deflections in particle or light beams by analyzing interference-like moiré fringe patterns formed by multiple gratings.
  • E. Nokia ClearBlack display technology
    Nokia ClearBlack display technology is a screen enhancement system designed to improve outdoor visibility and contrast on mobile device displays by reducing reflections and deepening blacks.
  • 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: dynamic scattering mode liquid crystal display
Triple: [George Heilmeier, notableWork, dynamic scattering mode liquid crystal display]
Generated description
The dynamic scattering mode liquid crystal display is an early type of LCD technology that uses electric fields to induce turbulent light-scattering in liquid crystals, enabling low-cost, reflective electronic displays.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: dynamic scattering mode liquid crystal display
Target entity description: The dynamic scattering mode liquid crystal display is an early type of LCD technology that uses electric fields to induce turbulent light-scattering in liquid crystals, enabling low-cost, reflective electronic displays.
  • A. DLP technology
    DLP technology is a digital display and projection system that uses microscopic mirrors to modulate light and create high-quality images in projectors and related devices.
  • B. Light-Space Modulator
    Light-Space Modulator is an experimental kinetic sculpture by László Moholy-Nagy that explores movement, light, and shadow through rotating metal and glass forms.
  • C. digital light processing
    Digital light processing is a projection and display technology that uses microscopic mirrors on a semiconductor chip to create high-quality digital images for projectors and other imaging devices.
  • D. Moiré deflectometer
    A Moiré deflectometer is a precision optical instrument that measures tiny angular deviations or deflections in particle or light beams by analyzing interference-like moiré fringe patterns formed by multiple gratings.
  • E. Nokia ClearBlack display technology
    Nokia ClearBlack display technology is a screen enhancement system designed to improve outdoor visibility and contrast on mobile device displays by reducing reflections and deepening blacks.
  • 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_69ca82dc8f148190a2c75a98501a7b91 completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb783f67708190a4e1c4078c3a6fb0 completed March 31, 2026, 7:31 a.m.
NED1 Entity disambiguation (via context triple) batch_69cd351871ac81909f8e4a72a6b99ac3 completed April 1, 2026, 3:09 p.m.
NEDg Description generation batch_69cd37a5d3bc8190801b1b0f09eee462 completed April 1, 2026, 3:20 p.m.
NED2 Entity disambiguation (via description) batch_69cd4edfda788190a29f5d9a7a61f6ed completed April 1, 2026, 4:59 p.m.
Created at: March 30, 2026, 5:47 p.m.