Oct 5, 2022 · We propose ChemAlgebra, a benchmark for measuring the reasoning capabilities of deep learning models through the prediction of stoichiometrically-balanced ...
Feb 1, 2023 · The formulation of the task is novel. It combines the flavor of algebraic reasoning from math QA and the flavor of learning chemical reactions.
We propose ChemAlgebra, a benchmark for measuring the reasoning capabilities of Transformer models through the prediction of stoichiometrically-balanced ...
1) We cast chemical reaction prediction as a reasoning task where the learner has not only to predict a set of products but also correct stoichiometric ...
Oct 5, 2022 · We propose to cast chemical reaction prediction as a reasoning task, where the model has to predict both the graphs corresponding to the product ...
Apr 30, 2024 · With ChemAlgebra, we use stoichiometrically-balanced chemical reaction prediction as a simple yet rigorous way to test the algebraic, out-of- ...
Sep 22, 2024 · Chemical reaction schemes are typically simplified by considering the controlling steps of the process, the 'fast' reactions being taken into ...
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Apr 30, 2024 · How to evaluate algebraic reasoning over multiplicities of objects? Chemical reactions are a good testbed! View profile for Andrea Valenti, ...
tl;dr: We cast chemical reaction prediction as algebraic reasoning to evaluate the reasoning capabilities of Transformers and provide a challenging benchmark ...
ChemAlgebra: Algebraic Reasoning on Chemical Reactions · no code implementations • 5 Oct 2022 • Andrea Valenti, Davide Bacciu, Antonio Vergari. Measuring the ...