Triple

T18786066
Position Surface form Disambiguated ID Type / Status
Subject Langmuir adsorption isotherm E459377 entity
Predicate generalizedBy P2372 FINISHED
Object Temkin adsorption isotherm NE NERFINISHED

How this triple was built (3 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: Temkin adsorption isotherm | Statement: [Langmuir adsorption isotherm, generalizedBy, Temkin adsorption isotherm]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Temkin adsorption isotherm
Context triple: [Langmuir adsorption isotherm, generalizedBy, Temkin adsorption isotherm]
  • A. Langmuir adsorption isotherm
    The Langmuir adsorption isotherm is a model in surface chemistry that describes how molecules adsorb onto a solid surface to form a monolayer, assuming a fixed number of identical sites with no interactions between adsorbed molecules.
  • B. BET adsorption isotherm
    The BET adsorption isotherm is a widely used model in surface science that extends monolayer adsorption theory to multilayer adsorption, enabling determination of specific surface area of porous materials from gas adsorption data.
  • C. Freundlich
    Freundlich is a German-origin surname borne by various notable individuals in fields such as science, the arts, and entertainment.
  • D. Flory–Huggins solution theory
    Flory–Huggins solution theory is a thermodynamic model that describes the mixing behavior and phase separation of polymer solutions by accounting for the size difference between polymer chains and solvent molecules.
  • E. Ornstein–Zernike equation
    The Ornstein–Zernike equation is a fundamental relation in statistical mechanics that links the total and direct correlation functions of a fluid, forming the basis for many liquid-state theories and approximations.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Temkin adsorption isotherm
Target entity description: The Temkin adsorption isotherm is a model in surface chemistry that describes adsorption by assuming adsorbate–adsorbent interactions cause a linear decrease in adsorption energy with increasing surface coverage.
  • A. Langmuir adsorption isotherm
    The Langmuir adsorption isotherm is a model in surface chemistry that describes how molecules adsorb onto a solid surface to form a monolayer, assuming a fixed number of identical sites with no interactions between adsorbed molecules.
  • B. BET adsorption isotherm
    The BET adsorption isotherm is a widely used model in surface science that extends monolayer adsorption theory to multilayer adsorption, enabling determination of specific surface area of porous materials from gas adsorption data.
  • C. Freundlich
    Freundlich is a German-origin surname borne by various notable individuals in fields such as science, the arts, and entertainment.
  • D. Flory–Huggins solution theory
    Flory–Huggins solution theory is a thermodynamic model that describes the mixing behavior and phase separation of polymer solutions by accounting for the size difference between polymer chains and solvent molecules.
  • E. Ornstein–Zernike equation
    The Ornstein–Zernike equation is a fundamental relation in statistical mechanics that links the total and direct correlation functions of a fluid, forming the basis for many liquid-state theories and approximations.
  • F. None of above. chosen

Provenance (2 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.
Created at: April 10, 2026, 11:52 a.m.