Update README.md

README.md

@@ -66,8 +66,6 @@ This model is built for phoneme recognition tasks. It was developed by fine-tuni
 
 <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
 
-Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. 
-
 Evaluate the model's performance for your specific use case.
 
 ## How to Get Started with the Model
@@ -102,12 +100,20 @@ The training dataset was filtered. Recordings shorter than 2 seconds or longer t
 
 
 #### Training Hyperparameters
-
-- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
+**Training regime:**
+- learning rate: 1e-5
+- optimizer: AdamW
+- batch size: 64
+- weight decay: 0.001
+- epochs: 50
 
 #### Speeds, Sizes, Times [optional]
 
-Training dataset consists of samples from 2 to 30 seconds.
+Avg epoch training time: 650s
+Number of updates: 36050
+Final training loss: 
+Final validation loss: 
+
 <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
 
 [More Information Needed]
@@ -120,35 +126,19 @@ Training dataset consists of samples from 2 to 30 seconds.
 
 #### Testing Data
 
-The model was evaluated on TIMIT's test split
-
-[More Information Needed]
+The model was evaluated on TIMIT's test split.
 
-#### Factors
-
-<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
-
-[More Information Needed]
 
 #### Metrics
 
 <!-- These are the evaluation metrics being used, ideally with a description of why. -->
 
-PER (Phoneme Error Rate) on TIMIT's test split: 
+CER/PER (Phoneme Error Rate)
 
 ### Results
 
-[More Information Needed]
+PER (Phoneme Error Rate) on TIMIT's test split: 0.0416
 
-#### Summary
-
-
-
-## Model Examination [optional]
-
-<!-- Relevant interpretability work for the model goes here -->
-
-[More Information Needed]
 
 ## Environmental Impact
 
@@ -186,13 +176,14 @@ torch 2.6.0
 
 <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
 
-**BibTeX:**
+
+<!-- **BibTeX:**
 
 [More Information Needed]
 
 **APA:**
 
-[More Information Needed]
+[More Information Needed] -->
 
 
 ## Model Card Authors [optional]