correct typos

mvl_models/pes/Li0.33La0.56TiO3/mtp.2021.06/README.md

@@ -1,4 +1,4 @@
-These MTP potentials were develped for Li1/3La5/9TiO3 (Space group Pm3̄m, No. 221) and published in
+These MTP potentials were developed for Li1/3La5/9TiO3 (Space group Pm3̄m, No. 221) and published in
 
 Qi, J., Banerjee, S., Zuo, Y., Chen, C., Zhu, Z., Chandrappa, M. H., ... & Ong, S. P. (2021). Bridging the gap between simulated and experimental ionic conductivities in lithium superionic conductors. Materials Today Physics, 21, 100463. https://doi.org/10.1016/j.mtphys.2021.100463
 

mvl_models/pes/Li3YCl6/mtp.2021.06/README.md

@@ -1,4 +1,4 @@
-These MTP potentials were develped for Li3YCl6 (Space group P3̄m1, No. 164) and published in
+These MTP potentials were developed for Li3YCl6 (Space group P3̄m1, No. 164) and published in
 
 Qi, J., Banerjee, S., Zuo, Y., Chen, C., Zhu, Z., Chandrappa, M. H., ... & Ong, S. P. (2021). Bridging the gap between simulated and experimental ionic conductivities in lithium superionic conductors. Materials Today Physics, 21, 100463. https://doi.org/10.1016/j.mtphys.2021.100463
 

mvl_models/pes/Li7P3S11/mtp.2021.06/README.md

@@ -1,4 +1,4 @@
-These MTP potentials were develped for Li7P3S11 (Space group P1̄, No. 2) and published in
+These MTP potentials were developed for Li7P3S11 (Space group P1̄, No. 2) and published in
 
 Qi, J., Banerjee, S., Zuo, Y., Chen, C., Zhu, Z., Chandrappa, M. H., ... & Ong, S. P. (2021). Bridging the gap between simulated and experimental ionic conductivities in lithium superionic conductors. Materials Today Physics, 21, 100463. https://doi.org/10.1016/j.mtphys.2021.100463
 

mvl_models/pes/Na2.25Y0.25Zr0.75Cl6/mtp.2021.02/README.md

@@ -1,4 +1,4 @@
-This passive learning MTP potential was develped for Na2.25Y0.25Zr0.75Cl6 (NYZC75) and published in
+This passive learning MTP potential was developed for Na2.25Y0.25Zr0.75Cl6 (NYZC75) and published in
 
 Wu, E. A., Banerjee, S., Tang, H., Richardson, P. M., Doux, J. M., Qi, J., ... & Ong, S. P. (2021). A stable cathode-solid electrolyte composite for high-voltage, long-cycle-life solid-state sodium-ion batteries. Nature communications, 12(1), 1-11.
 

mvl_models/pes/Na2.25Y0.25Zr0.75Cl6/mtp.2022.09/README.md

@@ -1,4 +1,4 @@
-This active learning MTP potential was develped for Na2.25Y0.25Zr0.75Cl6 (NYZC75) and published in
+This active learning MTP potential was developed for Na2.25Y0.25Zr0.75Cl6 (NYZC75) and published in
 
 Sebti, E., Qi, J., Richardson, P. M., Ridley, P., Wu, E. A., Banerjee, S., ... & Clément, R. (2022). Synthetic control of structure and conduction properties in Na-Y-Zr-Cl solid electrolytes. Journal of Materials Chemistry A.
 

mvl_models/pes/TiAl/mtp.2023.04/README.md

@@ -1,4 +1,4 @@
-These MTP potentials were develped for Ti-Al alloy system in our work of "Machine Learning Moment Tensor Potential for Modelling Dislocation and Fracture in L10-TiAl and D019-Ti3Al Alloys" at https://arxiv.org/abs/2305.11825.
+These MTP potentials were developed for Ti-Al alloy system in our work of "Machine Learning Moment Tensor Potential for Modelling Dislocation and Fracture in L10-TiAl and D019-Ti3Al Alloys" at https://arxiv.org/abs/2305.11825.
 
 The elements with respective atom types from 1 to 2 are Ti and Al.