Triple
T22729154
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Paul J. Flory |
E562082
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object | Flory–Huggins theory |
—
|
NE NERFINISHED |
How this triple was built (2 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: Flory–Huggins theory | Statement: [Paul J. Flory, notableWork, Flory–Huggins theory]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Flory–Huggins theory Context triple: [Paul J. Flory, notableWork, Flory–Huggins theory]
-
A.
Flory–Huggins solution theory
chosen
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.
-
B.
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.
-
C.
Kirkwood–Buff solution theory
Kirkwood–Buff solution theory is a statistical mechanical framework that relates microscopic pair correlation functions to macroscopic thermodynamic properties of solutions, widely used to analyze solvation and mixture behavior.
-
D.
Grote–Hynes theory
Grote–Hynes theory is a refinement of Kramers’ reaction-rate theory that incorporates frequency-dependent friction to more accurately describe barrier-crossing dynamics in condensed-phase chemical reactions.
-
E.
Flory–Stockmayer theory of gelation
The Flory–Stockmayer theory of gelation is a foundational mathematical framework in polymer chemistry that predicts when a reacting system of multifunctional monomers will form an infinite, crosslinked network (a gel).
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
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_69e24550859c81908727d91efc3a81b4 |
completed | April 17, 2026, 2:36 p.m. |
| NER | Named-entity recognition | batch_69f1792be7d88190b6d7d79041fcba25 |
completed | April 29, 2026, 3:21 a.m. |
Created at: April 17, 2026, 3:21 p.m.