https://github.com/citiususc/ludosym

https://github.com/citiususc/ludosym

Last synced: 8 months ago
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• Host: GitHub
• URL: https://github.com/citiususc/ludosym
• Owner: citiususc
• Created: 2024-04-18T15:36:17.000Z (about 2 years ago)
• Default Branch: main
• Last Pushed: 2025-09-02T15:53:51.000Z (8 months ago)
• Last Synced: 2025-09-02T17:39:26.874Z (8 months ago)
• Language: Jupyter Notebook
• Size: 44.4 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# 🎲 Analyzing Gambling Addictions: A Spanish Corpus for Understanding Pathological Behavior

This repository accompanies the paper:  

**"Analyzing Gambling Addictions: A Spanish Corpus for Understanding Pathological Behavior"**  

📍 Accepted at *Findings of EMNLP 2025*.

## 📂 Dataset

The main contribution of this work is a **Spanish sentence retrieval dataset** focused on symptoms associated with pathological gambling.

- **Corpus:** `resources/dataset/corpus.jsonl`  

- **Queries & Qrels:** also available in the same directory.  

- All files follow the [BEIR](https://github.com/beir-cellar/beir) compatible format, enabling easy use with standard baselines (see Section 4 of the paper).  

Additionally, a **subfolder with pools** is provided, containing the material used by both human annotators and LLMs for dataset labeling.

---

## ⚙️ Code

The `src` folder is structured as follows:

- **`train/`** → Training scripts for our domain-adapted **ludoBETO** model.  

- **`labelling/`** → Statistics and analysis of human vs. automatic label generation.

---

## 🤖 Model

We introduce **[ludoBETO](https://huggingface.co/citiusLTL/ludoBETO)**, a BETO-based model adapted to the pathological gambling domain.  

This model is publicly available on HuggingFace for further research and fine-tuning.

🔧 In our paper, we also implemented a **cross-encoder** using the [SimCSE](https://www.sbert.net/examples/sentence_transformer/unsupervised_learning/SimCSE/README.html) strategy with custom parameters over ludoBETO.

---

## 📖 Citation

If you use this resource, please cite:

```bibtex

@inproceedings{couto-etal-2025,

    title = "Analyzing Gambling Addictions: A Spanish Corpus for Understanding Pathological Behavior",

    author = "Couto-Pintos, Manuel and

              Fernández-Pichel, Marcos and

               Aragón, Mario Ezra and

              Losada, David E.",

    booktitle = "Findings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP)"

}