{ "cells": [ { "cell_type": "markdown", "id": "39e998bd", "metadata": {}, "source": [ "# UN Resolution Vote Predictor\n", "#### Documentation & Methodology" ] }, { "cell_type": "markdown", "id": "b3511f82", "metadata": {}, "source": [ "#### Overview\n", "\n", "This project presents a machine learning–based tool that predicts how each United Nations member state would vote on a given General Assembly resolution, based solely on the text content of that resolution. \n", "\n", "The goal is to create a realistic, interactive instrument that simulates voting behavior for academic, journalistic, or policy-oriented purposes." ] }, { "cell_type": "markdown", "id": "c9236500", "metadata": {}, "source": [ "#### Objectives\n", "\n", "- Model voting behavior of UN member states using resolution texts.\n", "\n", "- Avoid reliance on explicit metadata (e.g., voting blocs, resolution topic).\n", "\n", "- Focus on text-only input to preserve usability for a public-facing tool.\n", "\n", "- Achieve a reasonable trade-off between accuracy and generalizability." ] }, { "cell_type": "markdown", "id": "df5c71db", "metadata": {}, "source": [ "#### Data Collection\n", "\n", "- Resolutions were gathered from publicly available UN voting records (website).\n", "\n", "- Each record contains:\n", "\n", " - Resolution text\n", "\n", " - Country name\n", "\n", " - Vote (Yes, No, Abstain)\n", "\n", "To ensure consistent labeling, \"Abstain\" and \"No\" were merged into a single class — “Not Yes” — converting the task into binary classification." ] }, { "cell_type": "markdown", "id": "298a505d", "metadata": {}, "source": [ "- Based on United Nations General Assembly voting data (https://digitallibrary.un.org/record/4060887?ln=en)\n", "- 2000-2023\n", "- 262 resolutions\n", "- Texts of resolutions were retrieved from digitallibrary.un.org" ] }, { "cell_type": "markdown", "id": "39ae27aa", "metadata": {}, "source": [ "Vote column is imbalanced" ] }, { "cell_type": "markdown", "id": "fba98454", "metadata": {}, "source": [ "#### Text Vectorization\n", "\n", "Resolution texts were converted into dense numeric vectors using:\n", "\n", "Model: ```sentence-transformers/all-MiniLM-L6-v2```\n", "\n", "Vector size: 384-dim\n", "\n", "This model provides contextualized embeddings that preserve semantic structure, useful for distinguishing between subtly different resolution texts." ] }, { "cell_type": "markdown", "id": "18a47309", "metadata": {}, "source": [ "#### Country Representation\n", "Each country was represented as a categorical variable and passed through an embedding layer in the model.\n", "\n", "- Countries were encoded using LabelEncoder.\n", "\n", "- Embedding size: 32-dimensional per country.\n", "\n", "This allowed the model to learn latent features per country." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "b6682d75", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "b353199e", "metadata": {}, "source": [ "#### Model Architecture\n", "A PyTorch model was implemented to predict voting behavior. It has two main inputs:\n", "\n", "1. Resolution text vector (384-dim)\n", "\n", "2. Country ID (embedded as 32-dim vector)\n", "\n", "These are concatenated and passed through a feedforward network:\n", "\n", "- Linear layer → ReLU → Dropout → Output layer (logit)\n", "\n", "- Output is passed through a sigmoid for binary classification." ] }, { "cell_type": "code", "execution_count": null, "id": "d6a40b6a", "metadata": {}, "outputs": [], "source": [ "import torch\n", "import torch.nn as nn\n", "\n", "class VotePredictor(nn.Module):\n", " def __init__(self, text_dim=384, country_count=193, country_emb_dim=32, hidden_dim=256):\n", " super(VotePredictor, self).__init__()\n", " \n", " # Embedding layer\n", " self.country_embedding = nn.Embedding(country_count, country_emb_dim)\n", " \n", " # Core prediction model\n", " self.model = nn.Sequential(\n", " nn.Linear(text_dim + country_emb_dim, hidden_dim), \n", " nn.ReLU(), \n", " nn.Dropout(0.3), \n", " nn.Linear(hidden_dim, 1) \n", " )\n", "\n", " def forward(self, text_vecs, country_ids):\n", " country_vecs = self.country_embedding(country_ids)\n", " \n", " x = torch.cat([text_vecs, country_vecs], dim=1)\n", " \n", " return self.model(x)" ] }, { "cell_type": "markdown", "id": "bd6c49b1", "metadata": {}, "source": [ "#### Handling Imbalanced Data\n", "\n", "As the dataset is heavily skewed toward \"Yes\" votes, techniques to address this included:\n", "\n", "- WeightedRandomSampler to oversample minority class.\n", "\n", "- Adjusted loss function with pos_weight in BCEWithLogitsLoss." ] }, { "cell_type": "code", "execution_count": null, "id": "7224f6ad", "metadata": {}, "outputs": [], "source": [ "class_sample_count = np.array([(y_tensor == 0).sum(), (y_tensor == 1).sum()])\n", "weights = 1. / class_sample_count\n", "sample_weights = weights[y_tensor.long().numpy()]\n", "\n", "sampler = WeightedRandomSampler(\n", " weights=sample_weights,\n", " num_samples=len(sample_weights),\n", " replacement=True\n", ")" ] }, { "cell_type": "markdown", "id": "dffc3000", "metadata": {}, "source": [ "#### Training\n", "- Epochs: Tuned experimentally (optimal: ~27)\n", "\n", "- Batch size: 64\n", "\n", "- Optimizer: Adam (learning rate: 1e-4)\n", "\n", "- Split: Train/test split used to evaluate model generalization.\n", "\n", "During training, performance was monitored using f1-score, precision, and recall." ] }, { "cell_type": "markdown", "id": "6de81ef7", "metadata": {}, "source": [ "#### Two-Model Strategy\n", "Due to inconsistent voting behavior by a subset of countries, we trained two models:\n", "\n", "1. Main model – trained on countries with stable voting patterns.\n", "\n", "2. Problem model – trained only on \"problematic\" countries with lower baseline accuracy.\n", "\n", "At inference, the country determines which model is used." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "a4e10310", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "4d57dce7", "metadata": {}, "source": [ "F1 < 0.7 was decided to be a line to distinguish \"problematic countries\"" ] }, { "cell_type": "markdown", "id": "05362c59", "metadata": {}, "source": [ "Problematic countries:\n", "['SURINAME',\n", " 'TURKMENISTAN',\n", " 'MARSHALL ISLANDS',\n", " 'MYANMAR',\n", " 'GABON',\n", " 'CENTRAL AFRICAN REPUBLIC',\n", " 'ISRAEL',\n", " 'REPUBLIC OF THE CONGO',\n", " 'LIBERIA',\n", " 'SOMALIA',\n", " 'CANADA',\n", " \"LAO PEOPLE'S DEMOCRATIC REPUBLIC\",\n", " 'TUVALU',\n", " 'DEMOCRATIC REPUBLIC OF THE CONGO',\n", " 'MONTENEGRO',\n", " 'VANUATU',\n", " 'UNITED STATES',\n", " 'TÜRKİYE',\n", " 'SEYCHELLES',\n", " 'SERBIA',\n", " 'CABO VERDE',\n", " 'VENEZUELA (BOLIVARIAN REPUBLIC OF)',\n", " 'KIRIBATI',\n", " 'IRAN (ISLAMIC REPUBLIC OF)',\n", " 'SOUTH SUDAN',\n", " 'ALBANIA',\n", " 'CZECHIA',\n", " 'DOMINICA',\n", " 'SAO TOME AND PRINCIPE',\n", " 'ESWATINI',\n", " 'CHAD',\n", " 'EQUATORIAL GUINEA',\n", " 'GAMBIA',\n", " 'LIBYA',\n", " \"CÔTE D'IVOIRE\",\n", " 'SAINT CHRISTOPHER AND NEVIS',\n", " 'RWANDA',\n", " 'TONGA',\n", " 'NIGER',\n", " 'MICRONESIA (FEDERATED STATES OF)',\n", " 'SYRIAN ARAB REPUBLIC',\n", " 'NAURU',\n", " 'PALAU',\n", " 'NORTH MACEDONIA',\n", " 'NETHERLANDS',\n", " 'BOLIVIA (PLURINATIONAL STATE OF)']" ] }, { "cell_type": "markdown", "id": "cc11c1f0", "metadata": {}, "source": [ "#### Inference\n", "At prediction time:\n", "\n", "1. User inputs a new resolution text.\n", "\n", "2. Resolution is vectorized using the MiniLM model.\n", "\n", "3. The model loops through all 193 countries:\n", "\n", " - Chooses the appropriate model (main/problem).\n", "\n", " - Predicts Yes / Not Yes.\n", "\n", "4. Results are displayed in a tabular format." ] }, { "attachments": { "image.png": { "image/png": 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} }, "cell_type": "markdown", "id": "90d915d5", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "75e640d0", "metadata": {}, "source": [ "https://huggingface.co/spaces/donsek/General_Assembly_Vote_Predicting" ] }, { "cell_type": "markdown", "id": "0220969c", "metadata": {}, "source": [ "#### Limitations\n", "\n", "- Class imbalance still affects precision for rare “No” or “Abstain” cases.\n", "\n", "- Some countries’ voting logic may depend on factors not captured in text.\n", "\n", "- Text-only approach limits nuance in interpretation (e.g., geopolitical context)." ] }, { "cell_type": "markdown", "id": "75cf925d", "metadata": {}, "source": [ "#### Future Work\n", "\n", "- Add multi-class prediction to distinguish between Yes, No, and Abstain.\n", "- Uniting two models into one.\n", "- Allow users to compare past resolutions for context." ] } ], "metadata": { "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 5 }