Update README

README.md

@@ -25,7 +25,7 @@ license: cc-by-4.0
 
 ### Dataset Summary
 
-TopLandscape is a dataset of Monte Carlo simulated events produced by proton-proton collisions at the Large Hadron Collider. The top-quark signal and mixed quark-gluon background jets are produced with Pythia8 with its default tune for a center-of-mass energy of 14 TeV. Multiple interactions and pile-up are ignored. The leading 200 jet constituent four-momenta \\(E, p_x, p_y, p_z \\) are stored, with zero-padding applied to jets with fewer than 200 constituents.
+TopLandscape is a dataset of Monte Carlo simulated events produced by proton-proton collisions at the Large Hadron Collider. The top-quark signal and mixed quark-gluon background jets are produced with Pythia8 with its default tune for a center-of-mass energy of 14 TeV. Multiple interactions and pile-up are ignored. The leading 200 jet constituent four-momenta \\( (E, p_x, p_y, p_z) \\) are stored, with zero-padding applied to jets with fewer than 200 constituents.
 
 ### Supported Tasks and Leaderboards
 
@@ -35,7 +35,7 @@ TopLandscape is a dataset of Monte Carlo simulated events produced by proton-pro
 
 ### Data Instances
 
-Each instance in the dataset consists of the four-momenta of the leading 200 jet constituents, sorted by $p_T$. For jets with fewer than 200 constituents, zero-padding is applied. The four-momenta of the top-quark are also provided, along with a label in the `is_signal_new` column to indicate whether the event stems from a top-quark (1) or QCD background (0). An example instance looks as follows:
+Each instance in the dataset consists of the four-momenta of the leading 200 jet constituents, sorted by \\(p_T\\). For jets with fewer than 200 constituents, zero-padding is applied. The four-momenta of the top-quark are also provided, along with a label in the `is_signal_new` column to indicate whether the event stems from a top-quark (1) or QCD background (0). An example instance looks as follows:
 
 ```
 {'E_0': 474.0711364746094,
@@ -59,14 +59,14 @@ Each instance in the dataset consists of the four-momenta of the leading 200 jet
 
 List and describe the fields present in the dataset. Mention their data type, and whether they are used as input or output in any of the tasks the dataset currently supports. If the data has span indices, describe their attributes, such as whether they are at the character level or word level, whether they are contiguous or not, etc. If the datasets contains example IDs, state whether they have an inherent meaning, such as a mapping to other datasets or pointing to relationships between data points.
 
-- `E_i`: the energy of jet constituent $i$.
-- `PX_i`: the $x$ component of the jet constituent's momentum
-- `PY_i`: the $y$ component of the jet constituent's momentum
-- `PZ_i`: the $z$ component of the jet constituent's momentum
+- `E_i`: the energy of jet constituent \\(i\\).
+- `PX_i`: the \\(x\\) component of the jet constituent's momentum
+- `PY_i`: the \\(y\\) component of the jet constituent's momentum
+- `PZ_i`: the \\(z\\) component of the jet constituent's momentum
 - `truthE`: the energy of the top-quark
-- `truthPX`: the $x$ component of the top quark's momentum
-- `truthPY`: the $y$ component of the top quark's momentum
-- `truthPZ`: the $z$ component of the top quark's momentum
+- `truthPX`: the \\(x\\) component of the top quark's momentum
+- `truthPY`: the \\(y\\) component of the top quark's momentum
+- `truthPZ`: the \\(z\\) component of the top quark's momentum
 - `ttv`: a flag that indicates which split (train, validation, or test) that a jet belongs to. Redundant since each split is provided as a separate dataset
 - `is_signal_new`: the label for each jet. A 1 indicates a top-quark, while a 0 indicates QCD background.