updated docs and readme

Author: Ameek94

.readthedocs.yaml

@@ -23,7 +23,6 @@ formats:
 # Install Python dependencies required to build your documentation
 python:
   install:
-    - requirements: docs/requirements.txt
     - method: pip
       path: .
       extra_requirements:

README.md

@@ -104,12 +104,10 @@ For cosmological likelihoods you will need to have [Cobaya](https://cobaya.readt
 ```python
 from BOBE import BOBE
 
-# Initialize BOBE with Cobaya YAML file - CobayaLikelihood created internally
-   # Initialize BOBE with Cobaya YAML file - CobayaLikelihood created internally
+# Initialize BOBE with Cobaya YAML file, prepare it the same way you would for running MCMC/Nested Sampling through Cobaya
    sampler = BOBE(
        loglikelihood='path/to/cobaya_input.yaml',
-       likelihood_name='CobayaLikelihood',
-       n_sobol_init=4,
+           n_sobol_init=4,
        n_cobaya_init=4,  # We can also specify reference dists in the Cobaya yaml file to generate additional initial points
        likelihood_name='quickstart_cobaya_example', # name for output files
        save_dir='./results',
@@ -123,7 +121,7 @@ from BOBE import BOBE
        batch_size=5,
        fit_n_points=10,
        ns_n_points=10,
-       logz_threshold=0.5,
+       logz_threshold=0.5, # for higher dimensional examples, can relax the convergence threshold slightly
    )
 
 # rest of the run remains the same as above
@@ -160,8 +158,6 @@ If you use BOBE in your research, please cite:
 
 ## Troubleshooting
 
-### Installation issues
-
 In case you run into installation issues related to incompatible versions of packages, you can also set up an environment with the exact package versions BOBE was developed and tested with
 
 ```bash

docs/source/examples/cosmology.rst

@@ -280,11 +280,7 @@ For standard ΛCDM with Planck lite:
 Expected Runtime
 ~~~~~~~~~~~~~~~~~~~
 
-For the Planck lite likelihood (each evaluation ~0.5-1 second):
-
-- ~2-5 minutes for ~120 evaluations
-
-Note: Actual likelihood evaluation and total runtime may vary according to your hardware specifications.
+For the Planck lite likelihood (each evaluation ~0.5-1 second), this run should take around 2-5 minutes. Note: total runtime may vary according to your hardware specifications.
 
 Running with MPI
 ~~~~~~~~~~~~~~~~~~~