- Remove "High-fidelity" descriptor from benchmark description
- Add paper reference link to DyMixOp framework description
- Update dataset table with detailed channel information and corrected PDE names
- Replace "Cahn-Hilliard + Reaction-Diffusion" with correct "Compressible Euler Curved Riemann Problem"
- Change "2D Burgers" to "Burgers" and "2D Navier-Stokes" to "Navier-Stokes"
- Add detailed channel descriptions including mathematical symbols for each dataset
- Correct spatial dimension description for 3dShallowWater as spherical coordinates
- Update 3dBrusselator description as 2D + 1D (Time) system
- Remove numpy from installation requirements
- Remove redundant Data Structure section
- Update NetCDF variable access method from dataset.variables.keys() to dataset.keys()
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