remove references to main.py

docs/decontamination.md

@@ -2,11 +2,11 @@
 
 ## Usage
 
-Simply add a "--decontamination_ngrams_path" when running main.py. The provided directory should contain
+Simply add a "--decontamination_ngrams_path" when running \__main\__.py. The provided directory should contain
 the ngram files and info.json produced in "Pile Ngram Generation" further down.
 
 ```bash
-python main.py \
+python -m lm_eval \
     --model gpt2 \
     --device 0 \
     --tasks sciq \

docs/interface.md

@@ -4,7 +4,7 @@ This document details the interface exposed by `lm-eval` and provides details on
 
 ## Command-line Interface
 
-A majority of users run the library by cloning it from Github and running the `main.py` script.
+A majority of users run the library by cloning it from Github, installing the package as editable, and running the `python -m lm_eval` script.
 
 Equivalently, running the library can be done via the `lm-eval` entrypoint at the command line.
 

docs/model_guide.md

@@ -70,9 +70,9 @@ smth smth tokenizer-agnostic
 
 Congrats on implementing your model! Now it's time to test it out.
 
-To make your model usable via the command line interface to `lm-eval` using `main.py`, you'll need to tell `lm-eval` what your model's name is.
+To make your model usable via the command line interface to `lm-eval` using `python -m lm_eval`, you'll need to tell `lm-eval` what your model's name is.
 
-This is done via a *decorator*, `lm_eval.api.registry.register_model`. Using `register_model()`, one can both tell the package what the model's name(s) to be used are when invoking it with `python main.py --model <name>` and alert `lm-eval` to the model's existence.
+This is done via a *decorator*, `lm_eval.api.registry.register_model`. Using `register_model()`, one can both tell the package what the model's name(s) to be used are when invoking it with `python -m lm_eval --model <name>` and alert `lm-eval` to the model's existence.
 
 ```python
 from lm_eval.api.registry import register_model

docs/new_task_guide.md

@@ -258,7 +258,7 @@ You can do this via adding the Python snippet
 from lm_eval.tasks import include_task_folder
 include_task_folder("/path/to/yaml/parent/folder")
 ```
-to the top of any Python file that is run or imported when performing evaluation, such as `main.py`.
+to the top of any Python file that is run or imported when performing evaluation, such as `\_\_main\_\_.py`.
 
 Passing `--tasks /path/to/yaml/file` is also accepted.