This website presents a proof-of-concept search engine system for accessing chemical data from the World Avatar Knowledge Graph and the Wikidata Knowledge Graph. The Knowledge Graphs offers inter-connected data from chemical kinetics to chemical and physical properties of species and many other domains. We trained a question type classification model and an entity extraction model to interpret chemistry-related questions of interest. The system has a novel design which applies a topic model to identify the question-to-ontology affiliation to improve its accuracy.

To use the Marie search engine, type a question into the field below, or select one of the provided sample questions.


From the World Avatar
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Example Questions

To query computational quantum-related data about molecules.
  • What is the heat capacity of methane
  • Show the power conversion efficiency of TiO2
  • c3h8's enthalpy at 181.09 fahrenheit
  • Molecular oxygen's entropy at 13.61 K and 101325 pascals
  • Power conversion efficiency of OPF with donor of ozone
To query computational quantum-related data about molecules.
  • Show me the vibration frequency of H2O2
  • Find the gaussian files of c8h14
  • What is the symmetry number of C8H14
  • What is the spin multiplicity of C8H14
  • Electronic energy of C2H2O2
  • Show the formal charge of C3H6
  • What is the geometry type of C2H2O2
To query kinetic and thermodynamic data about molecules.
  • What is the lennard jones well depth of C2H2O2
  • Polarizability of C2H2O2
To query reactions and mechanisms and their properties.
  • What reaction produces H2 + OH
  • Is the reaction H + H2O == H2 + OH reversible
  • What reaction has CH4 as reactant
  • What mechanism contains CH4 + OH
  • Reaction rate of H + O2 -> O + OH
To query properties of a certain class of molecules.
  • Chemical structure of aromatic hydrocarbons
To find molecules meeting certain conditions.
  • Mass of aromatic hydrocarbons with mass less than 170
  • Aromatic hydrocarbons with mass less than 170
  • Chemical formula of alkanol with heat capacity less than 15
To find molecules by their SMILES.
  • Show me the ionization energy of C1=CC=CC=C1
  • What is the heat capacity of c1=cc=cc=c1
To query molecule properties.
  • Molecular weight of ch4
  • Chemical structure of benzene

This content was developed, tested, and documented by the following commercial and academic partners. For more information on each institution, please follow the links listed below.
CMCL Innovations
Computational Modelling Group
Cambridge CARES