MatKG Link Prediction
Collection
LLM-Probe finetuned models for materials knowledge graph link prediction. arXiv:2603.01834 • 14 items • Updated
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You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five applications associated with Mechanical Strength. Follow... | ['Coatings', 'Membrane', 'Electrodes', 'Electrolyte', 'Cells'] | Mechanical Strength | PRO-APL |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Tafel Slope. Follow these instr... | ['Overpotential', 'Current Density', 'Stability', 'Activity', 'Structure'] | Tafel Slope | PRO-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with Magnetic Hysteresis Loop. F... | ['Nanoparticle', 'Composite', 'Film', 'Films', 'Substrate'] | Magnetic Hysteresis Loop | CMT-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Nitrous Oxide. Follow these in... | ['N2O', 'Nitrogen', 'Oxygen', 'Methane', 'Ammonia'] | Nitrous Oxide | CHM-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five symmetry and phase labels associated with β. Follow thes... | ['β-Phase', 'Martensite', 'ω', 'BCC', 'Hexagonal'] | β | SPL-SPL |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with Glassy Carbon. ... | ['Cyclic Voltamogram', 'Cyclic Voltammetry', 'SEM', 'CV', 'TEM'] | Glassy Carbon | CHM-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with NO3. Follow these instructions:... | ['Structure', 'pH', 'Fluorescence Intensity', 'Compositions', 'NH4'] | NO3 | CHM-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Apoptosis. Follow these instruc... | ['Cell Viability', 'Cell Cycle', 'Cytotoxicity', 'Cell Proliferation', 'Proliferation'] | Apoptosis | PRO-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with UV Vis Absorption. Follow t... | ['Films', 'Film', 'Nanoparticle', 'Substrate', 'Thin Films'] | UV Vis Absorption | CMT-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with F. Follow these instructions: 1... | ['G', 'K', 'T', 'P', 'M'] | F | PRO-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Inhibitor. Follow these instruc... | ['Inhibition Efficiency', 'Inhibitory Activity', 'IC50', 'Structure', 'Chemical Structures'] | Inhibitor | APL-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Relative Energies. Follow thes... | ['Hydrogen', 'Carbon', 'O', 'Oxygen', 'H2O'] | Relative Energies | PRO-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with X-Ray Crystallography. Follow t... | ['Structure', 'Molecular Structure', 'Crystal Structure', 'Structures', 'Bond Length'] | X-Ray Crystallography | CMT-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Nickel. Follow these instructi... | ['Ni', 'Carbon', 'Hydrogen', 'Copper', 'Oxygen'] | Nickel | CHM-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with Nanotube. Follo... | ['TEM', 'SEM', 'XRD', 'Raman', 'Transmission Electron Microscopy'] | Nanotube | DSC-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Layers. Follow these instructi... | ['Perovskites', 'Al', 'ITO', 'PEDOT', 'TiO2'] | Layers | APL-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five synthesis methods associated with Ti. Follow these instr... | ['Annealing', 'Annealed', 'Coated', 'Heating', 'Oxidation'] | Ti | CHM-SMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five symmetry and phase labels associated with As Prepared. F... | ['Hexagonal', 'Anatase', 'Cubic', 'Perovskites', 'Rutile'] | As Prepared | DSC-SPL |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Geometrical Structure. Follow t... | ['Fermi Level', 'Structure', 'Band Structure', 'Bond Length', 'Electronic'] | Geometrical Structure | PRO-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with Stearic Acid. Follow these ... | ['Surface', 'Films', 'Film', 'Monolayers', 'Substrate'] | Stearic Acid | CHM-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Cell Viability. Follow these i... | ['MTT', 'DAPI', 'FITC', 'Oxygen', '1H'] | Cell Viability | PRO-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with CdSe. Follow these instruction... | ['CdS', 'ZnS', 'Cd', 'Se', 'TiO2'] | CdSe | CHM-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Chemistry. Follow these instruc... | ['Compositions', 'Structure', 'Physics', 'Microstructure', 'Morphology'] | Chemistry | PRO-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with Catalytic. Follow these ins... | ['Surface', 'Nanoparticle', 'Particles', 'Substrate', 'Layers'] | Catalytic | PRO-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with SiO. Follow the... | ['SEM', 'TEM', 'XRD', 'XPS', 'X Ray Diffraction'] | SiO | CHM-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with Dielectric Permittivities. ... | ['Ceramic', 'Composite', 'Films', 'Surface', 'Doped'] | Dielectric Permittivities | PRO-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with Mercury. Follow... | ['SEM', 'Mercury Intrusion Porosimetry', 'XRD', 'Mercury Porosimetry', 'TEM'] | Mercury | CHM-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Precipitates. Follow these ins... | ['Al', 'Fe', 'Cu', 'Ni', 'Mg'] | Precipitates | DSC-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Voltammogram. Follow these inst... | ['Peak Currents', 'Peak Potential', 'Current', 'Structure', 'Current Density'] | Voltammogram | CMT-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with CaF2. Follow these instruct... | ['Substrate', 'Surface', 'Crystal', 'Layers', 'Film'] | CaF2 | CHM-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Conductance G. Follow these ins... | ['Conductivity', 'Resistance R', 'Structure', 'Capacitance', 'Current'] | Conductance G | PRO-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with 1H. Follow these instructio... | ['Copolymer', 'Surface', 'Films', 'Crystal', 'Membrane'] | 1H | CHM-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Metallic Glass. Follow these i... | ['Zr', 'Cu', 'Ni', 'Fe', 'Al'] | Metallic Glass | PRO-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Cu2+. Follow these instruction... | ['Zn2+', 'Cu', 'Ni2+', 'Copper', 'Cd2+'] | Cu2+ | CHM-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Batteries. Follow these instru... | ['Lithium', 'Li', 'Carbon', 'Sulfur', 'Oxygen'] | Batteries | APL-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Pre-Treatment. Follow these in... | ['Sugar', 'Glucose', 'Ethanol', 'Hemicellulose', 'Carbon'] | Pre-Treatment | SMT-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Poisson's Ratio. Follow these i... | ['Young’s Modulus', 'Shear Modulus', 'Elastic Modulus', 'Mechanical Property', 'Bulk Modulus'] | Poisson's Ratio | PRO-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with β. Follow these instructions: 1... | ['Structure', 'Crystal Structure', 'K', 'Δ', 'λ'] | β | PRO-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with Haematoxylin. F... | ['Haematoxylin and Eosin', 'SEM', 'Haematoxylin and Eosin Stain', 'TEM', 'Western Blot'] | Haematoxylin | CHM-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with Spectroscopy. F... | ['Scanning Tunneling Microscopy', 'X Ray Diffraction', 'Ir', 'FTIR', 'Raman'] | Spectroscopy | CMT-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Optical Absorption. Follow thes... | ['Structure', 'Band Gap', 'Compositions', 'Optical Properties', 'Crystal Structure'] | Optical Absorption | CMT-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with Module. Follow these instru... | ['Layers', 'Surface', 'Membrane', 'Substrate', 'Film'] | Module | APL-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five applications associated with EQE. Follow these instructi... | ['Solar Cell', 'Cells', 'Electrodes', 'OLEDs', 'Photodetector'] | EQE | PRO-APL |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with Bse. Follow these instructi... | ['Surface', 'Layers', 'Particles', 'Crystal', 'Alloy'] | Bse | CMT-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Mass Transfer. Follow these ins... | ['Heat', 'Mass Transfer Coefficient', 'Heat Transfer', 'Temperatures', 'Sherwood Number'] | Mass Transfer | PRO-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with Pore. Follow these instruct... | ['Porous', 'Surface', 'Mesoporous', 'Membrane', 'Particles'] | Pore | PRO-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five applications associated with Wear. Follow these instruct... | ['Coatings', 'Tool', 'Lubricants', 'Tools', 'Cutting Tool'] | Wear | PRO-APL |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five synthesis methods associated with Mesoporous. Follow the... | ['Calcination', 'Calcined', 'Sol-Gel', 'Coated', 'Carbonisation'] | Mesoporous | DSC-SMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with Adsorption Capacity. Follow... | ['Surface', 'Composite', 'Nanoparticle', 'Porous', 'Mesoporous'] | Adsorption Capacity | PRO-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with Ribbons. Follow... | ['XRD', 'SEM', 'TEM', 'DSC', 'X Ray Diffraction'] | Ribbons | DSC-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with Helium. Follow ... | ['SEM', 'XRD', 'TEM', 'X Ray Diffraction', 'XPS'] | Helium | CHM-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Pyrolyzed. Follow these instru... | ['Carbon', 'Nitrogen', 'N2', 'Oxygen', 'Pt'] | Pyrolyzed | SMT-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Transition State. Follow these... | ['Hydrogen', 'O', 'Oxygen', 'CO', 'Carbon'] | Transition State | PRO-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with ZrO2. Follow these instructions... | ['Compositions', 'Microstructure', 'Structure', 'Activity', 'Catalytic Activity'] | ZrO2 | CHM-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five applications associated with Adsorption Capacity. Follow... | ['Adsorbent', 'Sorbent', 'Catalyst', 'Removal', 'Adsorption'] | Adsorption Capacity | PRO-APL |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with CdSe. Follow these instructions... | ['Semiconductor', 'Structure', 'Morphology', 'Optical Properties', 'Compositions'] | CdSe | CHM-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with ZnO. Follow these instructions... | ['Zn', 'Zinc Oxide', 'Oxygen', 'Al', 'TiO2'] | ZnO | CHM-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Current Density. Follow these ... | ['Oxygen', 'Pt', 'Carbon', 'Hydrogen', 'KOH'] | Current Density | PRO-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Ni. Follow these instructions:... | ['Co', 'Fe', 'Cu', 'Nickel', 'Carbon'] | Ni | CHM-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with Composite Membrane. Follow ... | ['Membrane', 'Composite', 'Surface', 'Layers', 'Porous'] | Composite Membrane | DSC-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five synthesis methods associated with Fluorescence. Follow t... | ['Irradiation', 'Coated', 'Irradiated', 'Heating', 'Self Assembly'] | Fluorescence | PRO-SMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five applications associated with J V Curve. Follow these ins... | ['Solar Cell', 'PSCS', 'Electrodes', 'Cells', 'DSSCS'] | J V Curve | CMT-APL |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with Bond Angles. Fo... | ['B3LYP', 'DFT', 'Structure Refinement', 'Thermal Ellipsoids', '1H NMR'] | Bond Angles | PRO-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five applications associated with Etching. Follow these instr... | ['Electrodes', 'Coatings', 'Catalyst', 'Solar Cell', 'Cells'] | Etching | SMT-APL |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Stability. Follow these instru... | ['Carbon', 'Oxygen', 'Hydrogen', 'Pt', 'Ni'] | Stability | PRO-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with PVD. Follow these instructi... | ['Substrate', 'Surface', 'Layers', 'Films', 'Film'] | PVD | SMT-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with Tm. Follow these instructio... | ['Surface', 'Crystal', 'Layers', 'Film', 'Ceramic'] | Tm | PRO-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Turnover Frequency. Follow thes... | ['TOF', 'Activity', 'Catalytic Activity', 'Catalytic Performance', 'Activation Energy'] | Turnover Frequency | PRO-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Fatigue Life. Follow these inst... | ['Microstructure', 'Fatigue', 'Stress', 'Fractured Surface', 'Fatigue Behavior'] | Fatigue Life | PRO-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with HOBt. Follow these instruction... | ['DMF', 'THF', 'CH2Cl2', 'MeOH', 'H2O'] | HOBt | CHM-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with Carboxylates. F... | ['X Ray Diffraction', 'SEM', 'FTIR', 'Ir', 'TEM'] | Carboxylates | CHM-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Cobalt. Follow these instructio... | ['Structure', 'Compositions', 'Activity', 'Metals', 'Catalytic Activity'] | Cobalt | CHM-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with Matrix. Follow ... | ['SEM', 'TEM', 'XRD', 'X Ray Diffraction', 'EDS'] | Matrix | DSC-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with SEC. Follow the... | ['Size Exclusion Chromatography', '1H NMR', 'DSC', 'TEM', 'FTIR'] | SEC | CMT-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Fast Fourier Transform. Follow... | ['Si', 'Carbon', 'O', 'Pt', 'Cu'] | Fast Fourier Transform | CMT-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with Cooled. Follow ... | ['SEM', 'XRD', 'DSC', 'TEM', 'X Ray Diffraction'] | Cooled | SMT-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Stress Strain Curve. Follow th... | ['Al', 'Cu', 'Carbon', 'Aluminum', 'Ti'] | Stress Strain Curve | PRO-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Coordination Number. Follow th... | ['Oxygen', 'Hydrogen', 'O', 'Carbon', 'Si'] | Coordination Number | PRO-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with BiVO4. Follow these instructio... | ['Oxygen', 'TiO2', 'Hydrogen', 'Ag', 'O2'] | BiVO4 | CHM-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with Response. Follo... | ['SEM', 'XRD', 'TEM', 'XPS', 'HRTEM'] | Response | PRO-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Isotherms. Follow these instru... | ['N2', 'Nitrogen', 'Carbon', 'CO2', 'Silica'] | Isotherms | CMT-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with Stoichiometries. Follow the... | ['Films', 'Surface', 'Substrate', 'Film', 'Thin Films'] | Stoichiometries | DSC-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Ga. Follow these instructions:... | ['Al', 'GaN', 'Si', 'Cu', 'Gallium'] | Ga | CHM-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five synthesis methods associated with Cycling Stability. Fol... | ['Coated', 'Carbonisation', 'Annealing', 'Coatings', 'Calcination'] | Cycling Stability | PRO-SMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with As-Cast. Follow... | ['SEM', 'XRD', 'TEM', 'DSC', 'EDS'] | As-Cast | DSC-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Dielectric Permittivities. Foll... | ['Dielectric Loss', 'Dielectric Properties', 'Compositions', 'Conductivity', 'Dielectric'] | Dielectric Permittivities | PRO-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with Ceramic. Follow... | ['SEM', 'XRD', 'X Ray Diffraction', 'TEM', 'Scanning Electron Microscopy'] | Ceramic | DSC-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five synthesis methods associated with Cobalt. Follow these i... | ['Oxidation', 'Reductions', 'Annealing', 'Calcination', 'Coated'] | Cobalt | CHM-SMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Brightfield Image. Follow thes... | ['Al', 'Fe', 'Si', 'Cu', 'Carbon'] | Brightfield Image | CMT-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five applications associated with Electrocatalytic Activity. ... | ['Electrodes', 'Catalyst', 'Electrocatalyst', 'Oxygen Reduction Reaction', 'ORR'] | Electrocatalytic Activity | PRO-APL |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Glasses. Follow these instructi... | ['Compositions', 'Structure', 'Density', 'Glass Transition Temperature', 'Refractive Index'] | Glasses | DSC-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five characterization methods associated with Ethanol. Follow... | ['SEM', 'TEM', 'XRD', 'XPS', 'X Ray Diffraction'] | Ethanol | CHM-CMT |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with Cycle Life. Follow these in... | ['Composite', 'Surface', 'Porous', 'Layers', 'Nanoparticle'] | Cycle Life | PRO-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five symmetry and phase labels associated with Metal Oxide. F... | ['Perovskites', 'Anatase', 'Spinels', 'Hexagonal', 'Rutile'] | Metal Oxide | CHM-SPL |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five materials associated with Epr. Follow these instructions... | ['Oxygen', 'Hydrogen', 'Nitrogen', 'O2', 'Cu'] | Epr | CMT-CHM |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Source. Follow these instructio... | ['Transfer Characteristic', 'Semiconductor', 'Output Characteristics', 'Threshold Voltage', 'Mobility'] | Source | APL-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five descriptions associated with Dopamine. Follow these inst... | ['Surface', 'Nanoparticle', 'Film', 'Composite', 'Layers'] | Dopamine | CHM-DSC |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five applications associated with Rechargeable. Follow these ... | ['Cathode', 'Electrodes', 'Catalyst', 'Electrolyte', 'OER'] | Rechargeable | APL-APL |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five property associated with Uncoated. Follow these instruct... | ['Morphology', 'Surface Morphology', 'Structure', 'Microstructure', 'Compositions'] | Uncoated | DSC-PRO |
You are an expert in material science. You are able to suggest the applications, properties, symmetry labels, synthesis methods, characterization methods of a given application, property, symmetry label, synthesis method, or characterization methods.
Give five synthesis methods associated with Thermal Treatment. Fol... | ['Annealing', 'Heating', 'Annealed', 'Thermal Treated', 'Heat Treatment'] | Thermal Treatment | SMT-SMT |
End of preview. Expand in Data Studio
MatKG Link Prediction Dataset
Dataset for knowledge graph link prediction in materials science.
Citation
@article{venugopal2026probing,
title={Probing Materials Intelligence in LLMs: From Latent Embeddings to Reliable Predictions},
author={Venugopal, Vineeth and Mahjoubi, Soroush and Olivetti, Elsa},
journal={arXiv preprint arXiv:2603.01834},
year={2026}
}
@article{venugopal2024matkg,
title={MatKG: An autonomously generated knowledge graph in Materials Science},
author={Venugopal, Vineeth and Sahber, Elhem and others},
journal={Scientific Data},
volume={11},
pages={217},
year={2024}
}
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