Fix references

README.md

@@ -185,32 +185,31 @@ The following data is included in our training set:
     The reference energies were obtained from literature.
 
 **NCI-Atlas**
-
 :   Five datasets from the [NCI-Atlas collection of non-covalent
     interactions](http://www.nciatlas.org/):
 
-    - [D442x10](http://www.nciatlas.org/D442x10.html), dissociation
-      curves for dispersion-bound van der Waals complexes
-    - [SH250x10](http://www.nciatlas.org/SH250.html), dissociation
-      curves for sigma-hole-bound van der Waals complexes
-    - [R739x5](http://www.nciatlas.org/R739.html), compressed van der
-      Waals complexes
-    - [HB300SPXx10](http://www.nciatlas.org/HB300SPX.html), dissociation
-      curves for hydrogen-bound van der Waals complexes
-    - [IHB100x10](http://www.nciatlas.org/IHB100.html), dissociation
-      curves for ionic hydrogen-bound van der Waals complexes
+  - [D442x10](http://www.nciatlas.org/D442x10.html), dissociation
+    curves for dispersion-bound van der Waals complexes
+  - [SH250x10](http://www.nciatlas.org/SH250.html), dissociation
+    curves for sigma-hole-bound van der Waals complexes
+  - [R739x5](http://www.nciatlas.org/R739.html), compressed van der
+    Waals complexes
+  - [HB300SPXx10](http://www.nciatlas.org/HB300SPX.html), dissociation
+    curves for hydrogen-bound van der Waals complexes
+  - [IHB100x10](http://www.nciatlas.org/IHB100.html), dissociation
+    curves for ionic hydrogen-bound van der Waals complexes
 
 **GDB9**
 :   The graph data base with up to non-hydrogen atoms computed at
     W1-F12 level of theory from [Karton 2025][karton2025].
 
 **BH9**
-:   Reactions and barrier heights from [Prasad et. al 2021][prasad2021]
+:   Reactions and barrier heights from [Prasad et al. 2021][prasad2021]
     The data set was filtered for systems with up to ten
     non-hydrogen atoms.
 
 **NCIBLIND**
-:   Data set of non-covalent dissociation curves from [Taylor et. al 2016][taylor2016].
+:   Data set of non-covalent dissociation curves from [Taylor et al. 2016][taylor2016].
 
 **Water2510**
 :   Data set of the potential energy surface of the water
@@ -282,26 +281,26 @@ The model checkpoints have ~385k trainable parameters.
 We have evaluated our functional on several different benchmark sets:
 
 1.  W4-17. A diverse and highly accurate dataset of atomization
-    energies from [Karton et. al 2017][karton2017]
+    energies from [Karton et al. 2017][karton2017]
 2.  Transition metal data sets including
-    MOR41 from [Dohm et. al 2018][dohm2018],
-    ROST61 from [Maurer et. al 2021][maurer2021],
-    MOBH35 from [Semidalas et. al 2022][semidalas2022],
-    3dTMV from [Neugebauer et. al 2023][neugebauer2023],
+    MOR41 from [Dohm et al. 2018][dohm2018],
+    ROST61 from [Maurer et al. 2021][maurer2021],
+    MOBH35 from [Semidalas et al. 2022][semidalas2022],
+    3dTMV from [Neugebauer et al. 2023][neugebauer2023],
     CuAgAu83 from [Chan 2019][chan2019],
-    DAPd from [Author et. al 2020][dapd2020],
-    3d4dIPSS, TMB11, and TMD10 from [Liang et. al 2025][liang2025]
+    DAPd from [Chan et al. 2020][dapd2020],
+    3d4dIPSS, TMB11, and TMD10 from [Liang et al. 2025][liang2025]
 3.  GMTKN55. A diverse and highly accurate dataset of general main-group
     thermochemistry, kinetics, and noncovalent
-    interactions from [Goerigk et. al 2017][goerigk2017]
+    interactions from [Goerigk et al. 2017][goerigk2017]
 4.  Geometry optimization datasets: (a) CCse21, equilibrium structures,
-    bond lengths, and bond angles from [Piccardo et. al 2015][piccardo2015];
+    bond lengths, and bond angles from [Piccardo et al. 2015][piccardo2015];
     (b) HMGB11, equilibrium structures and bond
-    lengths from [Grimme et. al 2015][grimme2015];
+    lengths from [Grimme et al. 2015][grimme2015];
     (c) LMGB35, equilibrium structures and bond lengths
-    from [Grimme et. al 2015][grimme2015]; and
+    from [Grimme et al. 2015][grimme2015]; and
     (d) W4-11-GEOM, equilibrium structures, bond
-    lengths, and bond angles.
+    lengths, and bond angles from [Karton et al. 2011][karton2011].
 5.  The dipole benchmark dataset from [Hait et al. 2018][hait2018]
 6.  Conformer search benchmark dataset of 22 molecules spanning 24 to
     176 atoms, used for cost-scaling analysis, from