Update README.md

README.md

@@ -52,64 +52,11 @@ Caution should be used when applying these models to downstream prediction tasks
 
 ## How to Get Started with the Model
 
-See the [Get Started instructions]() with the associated codebase.
+See the [Get Started instructions](https://github.com/DavidBellamy/labrador?tab=readme-ov-file#get-started) with the associated codebase.
 
-## Training Details
+## Training & Evaluation Details
 
-### Training Data
-
-<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
-
-[More Information Needed]
-
-### Training Procedure 
-
-<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
-
-#### Preprocessing
-
-[More Information Needed]
-
-
-#### 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 -->
-
-#### Speeds, Sizes, Times [optional]
-
-<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
-
-[More Information Needed]
-
-## Evaluation
-
-<!-- This section describes the evaluation protocols and provides the results. -->
-
-### Testing Data, Factors & Metrics
-
-#### Testing Data
-
-<!-- This should link to a Dataset Card if possible. -->
-
-[More Information Needed]
-
-#### 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. -->
-
-[More Information Needed]
-
-### Results
-
-[More Information Needed]
-
-#### Summary
+See the associated [publication]() and [codebase](https://github.com/DavidBellamy/labrador).
 
 
 ## Environmental Impact
@@ -124,52 +71,21 @@ Carbon emissions can be estimated using the [Machine Learning Impact calculator]
 - **Compute Region:** N/A
 - **Carbon Emitted:** 50 kg CO2 eq.
 
-## Technical Specifications [optional]
-
-### Model Architecture and Objective
-
-[More Information Needed]
-
-### Compute Infrastructure
-
-[More Information Needed]
-
-#### Hardware
-
-[More Information Needed]
-
-#### Software
-
-[More Information Needed]
-
-## Citation [optional]
+## Citation
 
 <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
+If you use Labrador in your work, please cite: 
 
 **BibTeX:**
 
-[More Information Needed]
 
 **APA:**
 
-[More Information Needed]
-
-## Glossary [optional]
-
-<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
-
-[More Information Needed]
-
-## More Information [optional]
-
-[More Information Needed]
 
-## Model Card Authors [optional]
 
-[More Information Needed]
 
 ## Model Card Contact
 
-[More Information Needed]
+Correspondence to David Bellamy. You can find my contact on my personal website: https://davidbellamy.github.io/