Masakazu Kondo
Masakazu Kondo has a total of 54 co-authors. Here are the top co-authors by number of shared publications:
- Takuji Hatakeyama
Department of Chemistry Graduate School of Science Kyoto University Kyoto Japan
8 shared publications - Junki Ochi
Department of Chemistry Graduate School of Science Kyoto University Kyoto Japan
5 shared publications Yasuhiro Kondo
SK JNC Japan Co., Ltd Ichihara Chiba Japan
5 shared publications- Masahiro Hayakawa
Department of Chemistry Graduate School of Science Kyoto University Kyoto Japan
4 shared publications - Susumu Oda
Department of Applied Chemistry, Graduate School of Science and Engineering, Toyo University, 2100 Kujirai, Kawagoe, Saitama 350-8585, Japan
4 shared publications - Chihaya Adachi
Center for Organic Photonics and Electronics Research (OPERA) Kyushu University Fukuoka Japan
2 shared publications
Latest Publications
- 10 September 2026
- Published by Wiley in Angewandte Chemie
- Vol. 138 (44) , e3413163
Five‐Boron Multiple‐Resonance TADF Emitter With Accelerated Reverse Intersystem Crossing for High‐Performance Narrowband Green OLEDs
Multiple‐resonance thermally activated delayed fluorescence (MR‐TADF) emitters are promising candidates for organic light‐emitting diodes owing to their narrowband emission and high exciton utilization. While π‐conjugated framework expansion has been extensively explored for tuning excited‐state properties, five‐boron MR‐TADF emitters have not yet been realized. Herein, we report the first five‐boron MR‐TADF emitter, M‐DABNA‐Mes, featuring an unprecedented odd‐numbered boron‐rich multiple‐resonance framework. Theoretical investigations of one‐, three‐, and five‐boron MR frameworks reveal that incorporation of the fifth boron atom reduces the singlet–triplet energy gap, preserves spin–orbit coupling, and reduces the total reorganization energy while maintaining favorable narrowband emission characteristics. Consistent with these predictions, M‐DABNA‐Mes doped in a polystyrene film exhibits a sub‐microsecond delayed fluorescence lifetime ( τ TADF = 0.93 µs), a reverse intersystem crossing rate of 2.6 × 10 6 s −1 , and narrow green emission at 512 nm with a full width at half maximum of 19 nm. OLEDs based on M‐DABNA‐Mes achieve a maximum external quantum efficiency of 34.3% with remarkably low efficiency roll‐off (32.3% at 10,000 cd m −2 ) and a maximum luminance of 275,800 cd m −2 . These results demonstrate that the five‐boron MR framework enables rapid spin conversion, high spectral purity, and excellent OLED performance, providing a new platform for high‐performance MR‐TADF emitters.
- 10 September 2026
- Published by Wiley in Angewandte Chemie
- Vol. 138 (44) , e3413163
Five‐Boron Multiple‐Resonance TADF Emitter With Accelerated Reverse Intersystem Crossing for High‐Performance Narrowband Green OLEDs
Multiple‐resonance thermally activated delayed fluorescence (MR‐TADF) emitters are promising candidates for organic light‐emitting diodes owing to their narrowband emission and high exciton utilization. While π‐conjugated framework expansion has been extensively explored for tuning excited‐state properties, five‐boron MR‐TADF emitters have not yet been realized. Herein, we report the first five‐boron MR‐TADF emitter, M‐DABNA‐Mes, featuring an unprecedented odd‐numbered boron‐rich multiple‐resonance framework. Theoretical investigations of one‐, three‐, and five‐boron MR frameworks reveal that incorporation of the fifth boron atom reduces the singlet–triplet energy gap, preserves spin–orbit coupling, and reduces the total reorganization energy while maintaining favorable narrowband emission characteristics. Consistent with these predictions, M‐DABNA‐Mes doped in a polystyrene film exhibits a sub‐microsecond delayed fluorescence lifetime ( τ TADF = 0.93 µs), a reverse intersystem crossing rate of 2.6 × 10 6 s −1 , and narrow green emission at 512 nm with a full width at half maximum of 19 nm. OLEDs based on M‐DABNA‐Mes achieve a maximum external quantum efficiency of 34.3% with remarkably low efficiency roll‐off (32.3% at 10,000 cd m −2 ) and a maximum luminance of 275,800 cd m −2 . These results demonstrate that the five‐boron MR framework enables rapid spin conversion, high spectral purity, and excellent OLED performance, providing a new platform for high‐performance MR‐TADF emitters.
- 10 September 2026
- Published by Wiley in Angewandte Chemie International Edition
- Vol. 65 (44)
Five‐Boron Multiple‐Resonance TADF Emitter With Accelerated Reverse Intersystem Crossing for High‐Performance Narrowband Green OLEDs
Multiple‐resonance thermally activated delayed fluorescence (MR‐TADF) emitters are promising candidates for organic light‐emitting diodes owing to their narrowband emission and high exciton utilization. While π‐conjugated framework expansion has been extensively explored for tuning excited‐state properties, five‐boron MR‐TADF emitters have not yet been realized. Herein, we report the first five‐boron MR‐TADF emitter, M‐DABNA‐Mes, featuring an unprecedented odd‐numbered boron‐rich multiple‐resonance framework. Theoretical investigations of one‐, three‐, and five‐boron MR frameworks reveal that incorporation of the fifth boron atom reduces the singlet–triplet energy gap, preserves spin–orbit coupling, and reduces the total reorganization energy while maintaining favorable narrowband emission characteristics. Consistent with these predictions, M‐DABNA‐Mes doped in a polystyrene film exhibits a sub‐microsecond delayed fluorescence lifetime ( τ TADF = 0.93 µs), a reverse intersystem crossing rate of 2.6 × 10 6 s −1 , and narrow green emission at 512 nm with a full width at half maximum of 19 nm. OLEDs based on M‐DABNA‐Mes achieve a maximum external quantum efficiency of 34.3% with remarkably low efficiency roll‐off (32.3% at 10,000 cd m −2 ) and a maximum luminance of 275,800 cd m −2 . These results demonstrate that the five‐boron MR framework enables rapid spin conversion, high spectral purity, and excellent OLED performance, providing a new platform for high‐performance MR‐TADF emitters.
- 10 September 2026
- Published by Wiley in Angewandte Chemie International Edition
- Vol. 65 (44)
Five‐Boron Multiple‐Resonance TADF Emitter With Accelerated Reverse Intersystem Crossing for High‐Performance Narrowband Green OLEDs
Multiple‐resonance thermally activated delayed fluorescence (MR‐TADF) emitters are promising candidates for organic light‐emitting diodes owing to their narrowband emission and high exciton utilization. While π‐conjugated framework expansion has been extensively explored for tuning excited‐state properties, five‐boron MR‐TADF emitters have not yet been realized. Herein, we report the first five‐boron MR‐TADF emitter, M‐DABNA‐Mes, featuring an unprecedented odd‐numbered boron‐rich multiple‐resonance framework. Theoretical investigations of one‐, three‐, and five‐boron MR frameworks reveal that incorporation of the fifth boron atom reduces the singlet–triplet energy gap, preserves spin–orbit coupling, and reduces the total reorganization energy while maintaining favorable narrowband emission characteristics. Consistent with these predictions, M‐DABNA‐Mes doped in a polystyrene film exhibits a sub‐microsecond delayed fluorescence lifetime ( τ TADF = 0.93 µs), a reverse intersystem crossing rate of 2.6 × 10 6 s −1 , and narrow green emission at 512 nm with a full width at half maximum of 19 nm. OLEDs based on M‐DABNA‐Mes achieve a maximum external quantum efficiency of 34.3% with remarkably low efficiency roll‐off (32.3% at 10,000 cd m −2 ) and a maximum luminance of 275,800 cd m −2 . These results demonstrate that the five‐boron MR framework enables rapid spin conversion, high spectral purity, and excellent OLED performance, providing a new platform for high‐performance MR‐TADF emitters.
- 23 November 2025
- Published by Wiley in Angewandte Chemie
- Vol. 138 (3)
Chlorine‐Enabled Double Borylation Strategy for π‐Extended MR‐TADF Emitters: From Synthetic Challenge to Benchmark OLEDs
Thermally activated delayed fluorescence (TADF) materials are promising emitters for organic light‐emitting diodes (OLEDs) owing to their ability to harvest both singlet and triplet excitons. However, realizing pure‐green, narrowband emission with simultaneously high efficiency and stability remains a long‐standing challenge for display applications. In this study, we report a concise one‐shot double borylation strategy uniquely enabled by chlorine substituents acting as both directing and functional groups. This dual role not only ensures regioselective synthesis of a π‐extended multiple resonance (MR) framework—previously considered synthetically inaccessible—but also provides versatile handles for late‐stage diversification. The resulting key intermediate, W‐DABNA‐Cl , was obtained in 48% yield and readily converted into a series of structurally diverse MR‐TADF emitters through single‐step derivatizations. These emitters exhibited narrowband emissions from deep green to yellow‐green (FWHM 27–34 nm) with tunable photophysical properties. Notably, TADF‐sensitized fluorescence devices based on W‐DABNA‐Cz achieved an excellent maximum external quantum efficiency (EQE) of 36.1%. More importantly, the device maintained record‐high efficiencies of 34.3% and 29.5% at luminance levels of 1000 and 10 000 cd m −2 , respectively, representing the best efficiency–brightness trade‐off among reported green sensitized OLEDs. This work not only overcomes synthetic bottlenecks in accessing π‐extended MR‐TADF frameworks but also establishes a versatile platform for color‐tunable, high‐performance OLEDs.
- 23 November 2025
- Published by Wiley in Angewandte Chemie
- Vol. 138 (3)
Chlorine‐Enabled Double Borylation Strategy for π‐Extended MR‐TADF Emitters: From Synthetic Challenge to Benchmark OLEDs
Thermally activated delayed fluorescence (TADF) materials are promising emitters for organic light‐emitting diodes (OLEDs) owing to their ability to harvest both singlet and triplet excitons. However, realizing pure‐green, narrowband emission with simultaneously high efficiency and stability remains a long‐standing challenge for display applications. In this study, we report a concise one‐shot double borylation strategy uniquely enabled by chlorine substituents acting as both directing and functional groups. This dual role not only ensures regioselective synthesis of a π‐extended multiple resonance (MR) framework—previously considered synthetically inaccessible—but also provides versatile handles for late‐stage diversification. The resulting key intermediate, W‐DABNA‐Cl , was obtained in 48% yield and readily converted into a series of structurally diverse MR‐TADF emitters through single‐step derivatizations. These emitters exhibited narrowband emissions from deep green to yellow‐green (FWHM 27–34 nm) with tunable photophysical properties. Notably, TADF‐sensitized fluorescence devices based on W‐DABNA‐Cz achieved an excellent maximum external quantum efficiency (EQE) of 36.1%. More importantly, the device maintained record‐high efficiencies of 34.3% and 29.5% at luminance levels of 1000 and 10 000 cd m −2 , respectively, representing the best efficiency–brightness trade‐off among reported green sensitized OLEDs. This work not only overcomes synthetic bottlenecks in accessing π‐extended MR‐TADF frameworks but also establishes a versatile platform for color‐tunable, high‐performance OLEDs.
- 23 November 2025
- Published by Wiley in Angewandte Chemie International Edition
- Vol. 65 (3) , e22105
Chlorine‐Enabled Double Borylation Strategy for π‐Extended MR‐TADF Emitters: From Synthetic Challenge to Benchmark OLEDs
Thermally activated delayed fluorescence (TADF) materials are promising emitters for organic light‐emitting diodes (OLEDs) owing to their ability to harvest both singlet and triplet excitons. However, realizing pure‐green, narrowband emission with simultaneously high efficiency and stability remains a long‐standing challenge for display applications. In this study, we report a concise one‐shot double borylation strategy uniquely enabled by chlorine substituents acting as both directing and functional groups. This dual role not only ensures regioselective synthesis of a π‐extended multiple resonance (MR) framework—previously considered synthetically inaccessible—but also provides versatile handles for late‐stage diversification. The resulting key intermediate, W‐DABNA‐Cl , was obtained in 48% yield and readily converted into a series of structurally diverse MR‐TADF emitters through single‐step derivatizations. These emitters exhibited narrowband emissions from deep green to yellow‐green (FWHM 27–34 nm) with tunable photophysical properties. Notably, TADF‐sensitized fluorescence devices based on W‐DABNA‐Cz achieved an excellent maximum external quantum efficiency (EQE) of 36.1%. More importantly, the device maintained record‐high efficiencies of 34.3% and 29.5% at luminance levels of 1000 and 10 000 cd m −2 , respectively, representing the best efficiency–brightness trade‐off among reported green sensitized OLEDs. This work not only overcomes synthetic bottlenecks in accessing π‐extended MR‐TADF frameworks but also establishes a versatile platform for color‐tunable, high‐performance OLEDs.
- 23 November 2025
- Published by Wiley in Angewandte Chemie International Edition
- Vol. 65 (3) , e22105
Chlorine‐Enabled Double Borylation Strategy for π‐Extended MR‐TADF Emitters: From Synthetic Challenge to Benchmark OLEDs
Thermally activated delayed fluorescence (TADF) materials are promising emitters for organic light‐emitting diodes (OLEDs) owing to their ability to harvest both singlet and triplet excitons. However, realizing pure‐green, narrowband emission with simultaneously high efficiency and stability remains a long‐standing challenge for display applications. In this study, we report a concise one‐shot double borylation strategy uniquely enabled by chlorine substituents acting as both directing and functional groups. This dual role not only ensures regioselective synthesis of a π‐extended multiple resonance (MR) framework—previously considered synthetically inaccessible—but also provides versatile handles for late‐stage diversification. The resulting key intermediate, W‐DABNA‐Cl , was obtained in 48% yield and readily converted into a series of structurally diverse MR‐TADF emitters through single‐step derivatizations. These emitters exhibited narrowband emissions from deep green to yellow‐green (FWHM 27–34 nm) with tunable photophysical properties. Notably, TADF‐sensitized fluorescence devices based on W‐DABNA‐Cz achieved an excellent maximum external quantum efficiency (EQE) of 36.1%. More importantly, the device maintained record‐high efficiencies of 34.3% and 29.5% at luminance levels of 1000 and 10 000 cd m −2 , respectively, representing the best efficiency–brightness trade‐off among reported green sensitized OLEDs. This work not only overcomes synthetic bottlenecks in accessing π‐extended MR‐TADF frameworks but also establishes a versatile platform for color‐tunable, high‐performance OLEDs.
- 8 October 2025
- Published by Royal Society of Chemistry (RSC) in Materials Horizons
- Vol. 12 (22) , 9556-9561
Improving the TADF properties of deep-blue multiple-resonance emitters by strategic oxygen–sulfur replacement
An oxygen–sulfur replacement for improving thermally activated delayed fluorescence (TADF) materials based on a multiple-resonance (MR) effect is reported. A comprehensive computational analysis of four possible isomers revealed that the precise placement of the sulfur atom is crucial to suppress undesired spectral red-shifts. Among them, a promising deep-blue emitter, DOB2-DABNA-C-NP-S-1, exhibits emission at 458 nm with a narrow full width at half maximum (FWHM) of 20 nm. Moreover, its reverse intersystem crossing rate constant (kRISC) of 2.9 × 106 s−1 is three times larger than that of the oxygen-based analog (9.0 × 105 s−1). An OLED device incorporating DOB2-DABNA-C-NP-S-1 as an emitter achieves ultrapure deep-blue electroluminescence at 461 nm with Commission Internationale de l’Éclairage (CIE) coordinates of (0.133, 0.077), satisfying the blue emitter standards set by the National Television System Committee (NTSC). The device demonstrates outstanding external quantum efficiencies (EQEs) of 24.3% (at maximum), 23.9% (at 1000 cd m−2), and 18.7% (at 10 000 cd m−2), with the latter ranking the highest among the previously reported OLED devices employing deep-blue MR-TADF emitters.
- 8 October 2025
- Published by Royal Society of Chemistry (RSC) in Materials Horizons
- Vol. 12 (22) , 9556-9561
Improving the TADF properties of deep-blue multiple-resonance emitters by strategic oxygen–sulfur replacement
An oxygen–sulfur replacement for improving thermally activated delayed fluorescence (TADF) materials based on a multiple-resonance (MR) effect is reported. A comprehensive computational analysis of four possible isomers revealed that the precise placement of the sulfur atom is crucial to suppress undesired spectral red-shifts. Among them, a promising deep-blue emitter, DOB2-DABNA-C-NP-S-1, exhibits emission at 458 nm with a narrow full width at half maximum (FWHM) of 20 nm. Moreover, its reverse intersystem crossing rate constant (kRISC) of 2.9 × 106 s−1 is three times larger than that of the oxygen-based analog (9.0 × 105 s−1). An OLED device incorporating DOB2-DABNA-C-NP-S-1 as an emitter achieves ultrapure deep-blue electroluminescence at 461 nm with Commission Internationale de l’Éclairage (CIE) coordinates of (0.133, 0.077), satisfying the blue emitter standards set by the National Television System Committee (NTSC). The device demonstrates outstanding external quantum efficiencies (EQEs) of 24.3% (at maximum), 23.9% (at 1000 cd m−2), and 18.7% (at 10 000 cd m−2), with the latter ranking the highest among the previously reported OLED devices employing deep-blue MR-TADF emitters.
- 16 August 2024
- Published by American Chemical Society (ACS) in Journal of the American Chemical Society
- Vol. 146 (34) , 24188
Correction to “ ‘Core–Shell’ Wave Function Modulation in Organic Narrowband Emitters”
- 16 August 2024
- Published by American Chemical Society (ACS) in Journal of the American Chemical Society
- Vol. 146 (34) , 24188
Correction to “ ‘Core–Shell’ Wave Function Modulation in Organic Narrowband Emitters”
- Top Cited Papers
- 20 June 2024
- Published by American Chemical Society (ACS) in Journal of the American Chemical Society
- Vol. 146 (27) , 18331-18340
“Core–Shell” Wave Function Modulation in Organic Narrowband Emitters
Efficient red-green-blue primary luminescence with an extraordinarily narrow band and durability is crucial for advanced display applications. Recently, the emergence of multiple-resonance (MR) from short-range atomic interactions has been shown to induce extremely narrow spectral widths in pure organic emitters. However, achieving wide-range color tuning without compromising color purity remains a persistent challenge for MR emitters. Herein, the concept of electronic donor/acceptor "core-shell" modulation is proposed within a boron/nitrogen (B/N) MR skeleton, enabling the rational utilization of intramolecular charge transfer to facilitate wavelength shift. The dense B atoms localized at the center of the molecule effectively compress the electron density and stabilize the lowest unoccupied molecular orbital wave function. This electron-withdrawing core is embedded with peripheral electron-donating atoms. Consequently, doping a single B atom into a deep-blue MR framework led to a profound bathochromic shift from 447 to 624 nm (∼0.8 eV) while maintaining a narrow spectral width of 0.10 eV in this pure-red emitter. Notably, organic light-emitting diodes assisted by thermally activated delayed fluorescence molecules achieved superb electroluminescent stability, with an LT99 (99% of the initial luminance) exceeding 400 h at an initial luminance of 1000 cd m-2, approaching commercial-level performance without the assistance of phosphors.
- 20 June 2024
- Published by American Chemical Society (ACS) in Journal of the American Chemical Society
- Vol. 146 (27) , 18331-18340
Top Cited Papers“Core–Shell” Wave Function Modulation in Organic Narrowband Emitters
Efficient red-green-blue primary luminescence with an extraordinarily narrow band and durability is crucial for advanced display applications. Recently, the emergence of multiple-resonance (MR) from short-range atomic interactions has been shown to induce extremely narrow spectral widths in pure organic emitters. However, achieving wide-range color tuning without compromising color purity remains a persistent challenge for MR emitters. Herein, the concept of electronic donor/acceptor "core-shell" modulation is proposed within a boron/nitrogen (B/N) MR skeleton, enabling the rational utilization of intramolecular charge transfer to facilitate wavelength shift. The dense B atoms localized at the center of the molecule effectively compress the electron density and stabilize the lowest unoccupied molecular orbital wave function. This electron-withdrawing core is embedded with peripheral electron-donating atoms. Consequently, doping a single B atom into a deep-blue MR framework led to a profound bathochromic shift from 447 to 624 nm (∼0.8 eV) while maintaining a narrow spectral width of 0.10 eV in this pure-red emitter. Notably, organic light-emitting diodes assisted by thermally activated delayed fluorescence molecules achieved superb electroluminescent stability, with an LT99 (99% of the initial luminance) exceeding 400 h at an initial luminance of 1000 cd m-2, approaching commercial-level performance without the assistance of phosphors.
- 21 September 2023
- Published by Elsevier in Developmental & Comparative Immunology
- Vol. 151, 105065
Pattern recognition receptors involved in the immune system of hagfish (Eptatretus burgeri)
- 21 September 2023
- Published by Elsevier in Developmental & Comparative Immunology
- Vol. 151, 105065
Pattern recognition receptors involved in the immune system of hagfish (Eptatretus burgeri)
- Top Cited Papers
- 16 May 2023
- Published by American Chemical Society (ACS) in Journal of the American Chemical Society
- Vol. 145 (21) , 11504-11511
One-Shot Construction of BN-Embedded Heptadecacene Framework Exhibiting Ultra-narrowband Green Thermally Activated Delayed Fluorescence
BN-embedded nonacene, tridecacene, and heptadecacene frameworks were constructed using one-shot quadruple, sextuple, and octuple borylation reactions, respectively. The key to success is the judicious choice of borylating reagents and long-chain alkyl-substituted carbazolyl groups as boron-trapping groups, which suppressed the decrease in HOMO energy and insolubilization associated with borylation. Based on the product yields, each electrophilic C-H borylation proceeded in >99% yield, which is the best efficiency reported so far for C-H borylation reactions. Owing to the multiple resonance effects of boron and nitrogen, the prepared acenes exhibited ultra-narrowband green thermally activated delayed fluorescence with full-width at half-maximum of 12-16 nm; moreover, their kRISC values were in the order of 105 s-1. We fabricated an organic light-emitting diode by employing the nonacene as an emitter, which exhibited high external quantum efficiency (EQE) of 28.7%. The device also showed a minimum efficiency roll-off with an EQE of 25.8% at 1000 cd m-2.
- 16 May 2023
- Published by American Chemical Society (ACS) in Journal of the American Chemical Society
- Vol. 145 (21) , 11504-11511
Top Cited PapersOne-Shot Construction of BN-Embedded Heptadecacene Framework Exhibiting Ultra-narrowband Green Thermally Activated Delayed Fluorescence
BN-embedded nonacene, tridecacene, and heptadecacene frameworks were constructed using one-shot quadruple, sextuple, and octuple borylation reactions, respectively. The key to success is the judicious choice of borylating reagents and long-chain alkyl-substituted carbazolyl groups as boron-trapping groups, which suppressed the decrease in HOMO energy and insolubilization associated with borylation. Based on the product yields, each electrophilic C-H borylation proceeded in >99% yield, which is the best efficiency reported so far for C-H borylation reactions. Owing to the multiple resonance effects of boron and nitrogen, the prepared acenes exhibited ultra-narrowband green thermally activated delayed fluorescence with full-width at half-maximum of 12-16 nm; moreover, their kRISC values were in the order of 105 s-1. We fabricated an organic light-emitting diode by employing the nonacene as an emitter, which exhibited high external quantum efficiency (EQE) of 28.7%. The device also showed a minimum efficiency roll-off with an EQE of 25.8% at 1000 cd m-2.
- 25 August 2021
- Published by Wiley in Molecular Informatics
- Vol. 40 (10) , 2100102
Developing a Generative Model Utilizing Self‐attention Networks: Application to Materials/Drug Discovery
A new generative model, in which the Variational Autoencoder network is combined with the Transformer architecture, is developed. The proposed model, the Variational Autoencoding Transformer (VAT), is applied to the task of generating molecules, showing that, with proper training, the VAT model can not only produce similar molecules to input ones with high accuracy but also generate new molecules from a predefined prior almost perfectly. A desirable aspect of our VAT is that no heuristic setting is necessary for optimal performance, which suggests that the model can readily be available to a variety of datasets. As practical directions toward materials/drug discovery, two strategies: a fine‐tuning method for directed molecular generation and a method of mixing molecules in the latent space, are demonstrated.
- 25 August 2021
- Published by Wiley in Molecular Informatics
- Vol. 40 (10) , 2100102
Developing a Generative Model Utilizing Self‐attention Networks: Application to Materials/Drug Discovery
A new generative model, in which the Variational Autoencoder network is combined with the Transformer architecture, is developed. The proposed model, the Variational Autoencoding Transformer (VAT), is applied to the task of generating molecules, showing that, with proper training, the VAT model can not only produce similar molecules to input ones with high accuracy but also generate new molecules from a predefined prior almost perfectly. A desirable aspect of our VAT is that no heuristic setting is necessary for optimal performance, which suggests that the model can readily be available to a variety of datasets. As practical directions toward materials/drug discovery, two strategies: a fine‐tuning method for directed molecular generation and a method of mixing molecules in the latent space, are demonstrated.