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README.md

@@ -28,7 +28,7 @@ The reference provides the following functional *configurations*:
   Configuration | Explanation
   :-- | :-- 
   **`BASELINE`** | a reference functionally equivalent to the original model
-  **`BASIC`** | all linear algebraic operands quantized to `MXINT8-64`, and all other operations transformed to approximated kernel simulations
+  **`BASIC`** | all linear algebraic operands quantized to `MXINT8-64`
 
 
 ### Usage
@@ -49,7 +49,9 @@ pip install -e .
 ```python
 from dmx.compressor.modeling import DmxModel
 import lm_eval
+from lm_eval.models.huggingface import HFLM
 
+lm_eval.api.registry.register_model("hf", HFLM)
 model_args = "pretrained=d-matrix/gpt2-xl,trust_remote_code=True"
 
 lm = lm_eval.api.registry.get_model("hf").create_from_arg_string(model_args, {"batch_size": 1})