Update README.md

README.md

@@ -110,128 +110,20 @@ def summarize(text, max_tokens):
 summary = summarize(text, max_tokens)
 ```
 
-<!-- ### 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 [optional] -->
-
-<!-- [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 -->
-
-
-
-<!-- ## Model Examination [optional] -->
-
-<!-- Relevant interpretability work for the model goes here -->
-
-<!-- [More Information Needed] -->
-
-<!-- ## Environmental Impact -->
-
-<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
-
-<!-- Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). -->
-
-<!-- - **Hardware Type:** [More Information Needed]
-- **Hours used:** [More Information Needed]
-- **Cloud Provider:** [More Information Needed]
-- **Compute Region:** [More Information Needed]
-- **Carbon Emitted:** [More Information Needed] -->
-
-<!-- ## 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]
 
 <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
 
 **BibTeX:**
 
+```json
 @article{jayatilleke2025hybrid,
   title={A Hybrid Architecture with Efficient Fine Tuning for Abstractive Patent Document Summarization},
   author={Jayatilleke, Nevidu and Weerasinghe, Ruvan},
   journal={arXiv preprint arXiv:2503.10354},
   year={2025}
 }
-
-<!-- **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] --> -->
-
+```
 
 ### Framework versions