Update README.md

README.md

@@ -1,199 +1,50 @@
 ---
 library_name: transformers
-tags: []
+tags:
+- comics
+license: cc-by-sa-4.0
+datasets:
+- VLR-CVC/ComicsPAP
+language:
+- en
+base_model:
+- Qwen/Qwen2.5-VL-7B-Instruct
 ---
 
-# Model Card for Model ID
+# Lora Fine-Tune of Qwen2.5-VL-3B-Instruct on ComicsPAP datataset
 
-<!-- Provide a quick summary of what the model is/does. -->
+[Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) fine-tunined simultaneously in all five tasks of the [ComicsPAP](https://huggingface.co/datasets/VLR-CVC/ComicsPAP) dataset.
+The training was performed using a constant learning rate of 2e-4 with the AdamW optimizer. The model was trained for 5k steps using an effective batch size of 128. The LoRA configuration employed an α of 16, a dropout rate of 0.05, and a rank r = 8.
 
+## Results
+|           Model            |                                        Repo                                         | Sequence Filling (%) | Character Coherence (%) | Visual Closure (%) | Text Closure (%) | Caption Relevance (%) | Total (%) |
+| :------------------------: | :---------------------------------------------------------------------------------: | :------------------: | :---------------------: | :----------------: | :--------------: | :-------------------: | :-------: |
+|           Random           |                                                                                     |        20.22         |          50.00          |       14.41        |      25.00       |         25.00         |   24.30   |
+| Qwen2.5-VL-3B (Zero-Shot)  |  [Qwen/Qwen2.5-VL-3B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct)  |        27.48         |          48.95          |       21.33        |      27.41       |         32.82         |   29.61   |
+| Qwen2.5-VL-7B (Zero-Shot)  |  [Qwen/Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct)  |        30.53         |          54.55          |       22.00        |      37.45       |         40.84         |   34.91   |
+| Qwen2.5-VL-72B (Zero-Shot) | [Qwen/Qwen2.5-VL-72B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-72B-Instruct) |        46.88         |          53.84          |       23.66        |      55.60       |         38.17         |   41.27   |
+| Qwen2.5-VL-3B (Lora Fine-Tuned) | [VLR-CVC/Qwen2.5-VL-3B-Instruct-lora-ComicsPAP](https://huggingface.co/VLR-CVC/Qwen2.5-VL-3B-Instruct-lora-ComicsPAP) | 62.21 | **93.01** | **42.33** | 63.71 | 35.49 | 55.55 |
+| Qwen2.5-VL-7B (Lora Fine-Tuned) | [VLR-CVC/Qwen2.5-VL-7B-Instruct-lora-ComicsPAP](https://huggingface.co/VLR-CVC/Qwen2.5-VL-7B-Instruct-lora-ComicsPAP) | **69.08** | **93.01** | 42.00 | **74.90** | **49.62** | **62.31** |
 
-
-## Model Details
-
-### Model Description
-
-<!-- Provide a longer summary of what this model is. -->
-
-This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
-
-- **Developed by:** [More Information Needed]
-- **Funded by [optional]:** [More Information Needed]
-- **Shared by [optional]:** [More Information Needed]
-- **Model type:** [More Information Needed]
-- **Language(s) (NLP):** [More Information Needed]
-- **License:** [More Information Needed]
-- **Finetuned from model [optional]:** [More Information Needed]
-
-### Model Sources [optional]
-
-<!-- Provide the basic links for the model. -->
-
-- **Repository:** [More Information Needed]
-- **Paper [optional]:** [More Information Needed]
-- **Demo [optional]:** [More Information Needed]
-
-## Uses
-
-<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
-
-### Direct Use
-
-<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
-
-[More Information Needed]
-
-### Downstream Use [optional]
-
-<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
-
-[More Information Needed]
-
-### Out-of-Scope Use
-
-<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
-
-[More Information Needed]
-
-## Bias, Risks, and Limitations
-
-<!-- This section is meant to convey both technical and sociotechnical limitations. -->
-
-[More Information Needed]
-
-### Recommendations
-
-<!-- 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.
-
-## How to Get Started with the Model
-
-Use the code below to get started with the model.
-
-[More Information Needed]
-
-## Training 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 [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. -->
+## Citation
 
 **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]
+```
+@misc{vivoli2025comicspap,
+      title={ComicsPAP: understanding comic strips by picking the correct panel}, 
+      author={Emanuele Vivoli and Artemis Llabrés and Mohamed Ali Soubgui and Marco Bertini and Ernest Valveny Llobet and Dimosthenis Karatzas},
+      year={2025},
+      eprint={2503.08561},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2503.08561}, 
+}
+
+@misc{qwen2.5-VL,
+    title = {Qwen2.5-VL},
+    url = {https://qwenlm.github.io/blog/qwen2.5-vl/},
+    author = {Qwen Team},
+    month = {January},
+    year = {2025}
+}
+```