Triple

T18786066

Position	Surface form	Disambiguated ID	Type / Status
Subject	Langmuir adsorption isotherm	`E459377`	entity
Predicate	generalizedBy	`P2372`	FINISHED
Object	Temkin adsorption isotherm 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.	`E1345733`	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: 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.

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: Temkin adsorption isotherm
Triple: [Langmuir adsorption isotherm, generalizedBy, Temkin adsorption isotherm]

Generated 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.

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 (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_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_6a05675e01e4819089be29bcf322d678`	completed	May 14, 2026, 6:10 a.m.
NEDg	Description generation	`batch_6a056843ef1881909261a6db669f6848`	completed	May 14, 2026, 6:14 a.m.
NED2	Entity disambiguation (via description)	`batch_6a05693746848190bac92fda0cdc3dc7`	completed	May 14, 2026, 6:18 a.m.

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