Triple

T18786104
Position Surface form Disambiguated ID Type / Status
Subject Langmuir monolayers E459378 entity
Predicate canBeTransferredAs P89762 FINISHED
Object Langmuir–Blodgett films
Langmuir–Blodgett films are ultra-thin, highly ordered molecular layers deposited onto solid substrates, widely used to study and exploit surface and interfacial phenomena in materials science and nanotechnology.
E459378 NE FINISHED

How this triple was built (5 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: Langmuir–Blodgett films | Statement: [Langmuir monolayers, canBeTransferredAs, Langmuir–Blodgett films]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Langmuir–Blodgett films
Context triple: [Langmuir monolayers, canBeTransferredAs, Langmuir–Blodgett films]
  • A. Langmuir monolayers
    Langmuir monolayers are single-molecule-thick films of amphiphilic substances spread on a liquid surface, widely used to study molecular organization and surface phenomena in physical chemistry and materials science.
  • B. Langmuir
    Langmuir is a surname most notably associated with Irving Langmuir, the American chemist and Nobel laureate known for his pioneering work in surface chemistry.
  • C. SLIPS liquid-infused slippery surfaces
    SLIPS liquid-infused slippery surfaces are bioinspired, ultra-repellent coatings engineered to create smooth, self-cleaning, and anti-fouling interfaces by infusing porous materials with lubricating liquids.
  • D. Plenty of Room at the Bottom
    "Plenty of Room at the Bottom" is a famous 1959 lecture by physicist Richard Feynman that is widely regarded as a foundational vision for the field of nanotechnology.
  • E. The Physics of Liquid Crystals
    The Physics of Liquid Crystals is a seminal scientific monograph by Pierre-Gilles de Gennes that systematically develops the theoretical foundations and phenomenology of liquid crystal phases and their transitions.
  • 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: Langmuir–Blodgett films
Triple: [Langmuir monolayers, canBeTransferredAs, Langmuir–Blodgett films]
Generated description
Langmuir–Blodgett films are ultra-thin, highly ordered molecular layers deposited onto solid substrates, widely used to study and exploit surface and interfacial phenomena in materials science and nanotechnology.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Langmuir–Blodgett films
Target entity description: Langmuir–Blodgett films are ultra-thin, highly ordered molecular layers deposited onto solid substrates, widely used to study and exploit surface and interfacial phenomena in materials science and nanotechnology.
  • A. Langmuir monolayers chosen
    Langmuir monolayers are single-molecule-thick films of amphiphilic substances spread on a liquid surface, widely used to study molecular organization and surface phenomena in physical chemistry and materials science.
  • B. Langmuir
    Langmuir is a surname most notably associated with Irving Langmuir, the American chemist and Nobel laureate known for his pioneering work in surface chemistry.
  • C. SLIPS liquid-infused slippery surfaces
    SLIPS liquid-infused slippery surfaces are bioinspired, ultra-repellent coatings engineered to create smooth, self-cleaning, and anti-fouling interfaces by infusing porous materials with lubricating liquids.
  • D. Plenty of Room at the Bottom
    "Plenty of Room at the Bottom" is a famous 1959 lecture by physicist Richard Feynman that is widely regarded as a foundational vision for the field of nanotechnology.
  • E. The Physics of Liquid Crystals
    The Physics of Liquid Crystals is a seminal scientific monograph by Pierre-Gilles de Gennes that systematically develops the theoretical foundations and phenomenology of liquid crystal phases and their transitions.
  • F. None of above.
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: canBeTransferredAs
Context triple: [Langmuir monolayers, canBeTransferredAs, Langmuir–Blodgett films]
  • A. mayBeTransferredIf
    Indicates that something is allowed to be transferred from one party or context to another under certain conditions.
  • B. isTransferableByPossession
    Indicates that the rights or ownership associated with something can be transferred simply by transferring physical possession of it.
  • C. hasTransferOption chosen
    Indicates that there exists a way or method for something (e.g., funds, data, ownership, or passengers) to be transferred from one entity or location to another.
  • D. hasTransfer
    Indicates a relationship where something is moved or conveyed from one entity or location to another.
  • E. transferable
    Indicates that a right, property, or obligation can be legally or practically passed from one entity to another.
  • F. None of above.

Provenance (6 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_69d8d396f54c8190ba49db31e8743842 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e5978154ac819096356d2a488b45f0 completed April 20, 2026, 3:03 a.m.
NED1 Entity disambiguation (via context triple) batch_6a055bb813108190a87335b4eb5ae7f8 completed May 14, 2026, 5:20 a.m.
NEDg Description generation batch_6a056118e2b88190b14be1eb7d7a3b6e completed May 14, 2026, 5:43 a.m.
NED2 Entity disambiguation (via description) batch_6a0561aa4e6081908f06936e61d5fe1a completed May 14, 2026, 5:46 a.m.
PD Predicate disambiguation batch_69e48d16dd34819096e096d0c0e4c15c completed April 19, 2026, 8:06 a.m.
Created at: April 10, 2026, 11:52 a.m.