b8c760d004
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
730 lines
468 KiB
Plaintext
730 lines
468 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "13f36fc3",
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"metadata": {},
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"source": [
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"# E2E — texto castellano → grafo en el notebook\n",
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"\n",
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"Validacion end-to-end del flujo del panel _Paste & Extract_ usando los thresholds calibrados en `01_gliner_glirel_tuning.ipynb`:\n",
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"\n",
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"- `entity_threshold = 0.50`\n",
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"- `relation_threshold = 0.15`\n",
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"- `relation_labels` en snake_case corto\n",
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"\n",
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"Pegamos un texto en castellano sobre el sector empresarial espanol, corremos el pipeline `extract_graph_hybrid`, y dibujamos el grafo resultante con `networkx + matplotlib`."
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]
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},
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{
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"cell_type": "markdown",
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"id": "1e9efed4",
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"metadata": {},
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"source": [
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"## 1. Setup"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "06a2640a",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-05-04T13:08:17.689631Z",
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"iopub.status.busy": "2026-05-04T13:08:17.689324Z",
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"iopub.status.idle": "2026-05-04T13:08:18.191052Z",
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"shell.execute_reply": "2026-05-04T13:08:18.190135Z"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"imports OK\n"
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]
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}
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],
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"source": [
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"import os, sys, json, warnings\n",
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"warnings.filterwarnings('ignore')\n",
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"os.environ.setdefault('HF_HUB_DISABLE_PROGRESS_BARS', '1')\n",
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"from pathlib import Path\n",
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"\n",
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"# Limpiar sys.path: el startup del kernel anade cada subdir de\n",
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"# python/functions/, y bigquery/datasets.py sombrea al paquete\n",
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"# `datasets` de HuggingFace. Dejamos solo el padre para imports\n",
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"# 'from datascience...' / 'from pipelines...' al estilo paquete.\n",
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"_pf = '/home/lucas/fn_registry/python/functions'\n",
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"sys.path = [p for p in sys.path if not p.startswith(_pf + '/')]\n",
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"if _pf not in sys.path:\n",
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" sys.path.insert(0, _pf)\n",
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"\n",
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"import pandas as pd\n",
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"import networkx as nx\n",
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"import matplotlib.pyplot as plt\n",
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"from datascience.gliner_load_model import gliner_load_model\n",
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"from datascience.glirel_load_model import glirel_load_model\n",
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"from pipelines.extract_graph_hybrid import extract_graph_hybrid\n",
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"print('imports OK')"
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]
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},
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{
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"cell_type": "markdown",
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"id": "18a2d8e3",
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"metadata": {},
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"source": [
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"## 2. Texto de entrada (castellano)\n",
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"\n",
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"Tres parrafos sobre el sector empresarial espanol — directivos, sedes, acuerdos — con entidades de tres tipos (Person, Organization, Location) y relaciones evidentes (presidencias, sedes, acuerdos)."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "6bd111ba",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-05-04T13:08:18.193022Z",
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"iopub.status.busy": "2026-05-04T13:08:18.192752Z",
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"iopub.status.idle": "2026-05-04T13:08:18.195991Z",
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"shell.execute_reply": "2026-05-04T13:08:18.195212Z"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Pablo Isla, expresidente de Inditex, ha sido nombrado consejero de Telefonica. La operacion fue anunciada por el presidente Jose Maria Alvarez-Pallete en Madrid el pasado lunes. Inditex factura mas de 30.000 millones anuales y tiene su sede en Arteixo, A Coruna.\n",
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"\n",
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"En paralelo, Iberdrola y Endesa firmaron un acuerdo de colaboracion en proyectos eolicos en Galicia. El presidente de Iberdrola, Ignacio Galan, se reunio con la CEO de Endesa, Marina Serrano, en Bilbao. El acuerdo movilizara 2.000 millones de euros en cinco anos.\n",
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"\n",
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"El BBVA, presidido por Carlos Torres, mostro interes en participar en la financiacion del proyecto. Su sede central esta en Bilbao.\n",
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"\n",
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"longitud: 660 chars ~104 tokens\n"
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]
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}
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],
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"source": [
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"TEXTO = 'Pablo Isla, expresidente de Inditex, ha sido nombrado consejero de Telefonica. La operacion fue anunciada por el presidente Jose Maria Alvarez-Pallete en Madrid el pasado lunes. Inditex factura mas de 30.000 millones anuales y tiene su sede en Arteixo, A Coruna.\\n\\nEn paralelo, Iberdrola y Endesa firmaron un acuerdo de colaboracion en proyectos eolicos en Galicia. El presidente de Iberdrola, Ignacio Galan, se reunio con la CEO de Endesa, Marina Serrano, en Bilbao. El acuerdo movilizara 2.000 millones de euros en cinco anos.\\n\\nEl BBVA, presidido por Carlos Torres, mostro interes en participar en la financiacion del proyecto. Su sede central esta en Bilbao.'\n",
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"print(TEXTO)\n",
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"print()\n",
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"print(f'longitud: {len(TEXTO)} chars ~{len(TEXTO.split())} tokens')"
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]
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},
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{
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"cell_type": "markdown",
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"id": "0d722244",
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"metadata": {},
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"source": [
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"## 3. Carga de modelos\n",
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"\n",
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"Warm load (~8s cada uno) — modelos cacheados en `~/.cache/huggingface/`."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "079b3779",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-05-04T13:08:18.197387Z",
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"iopub.status.busy": "2026-05-04T13:08:18.197264Z",
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"iopub.status.idle": "2026-05-04T13:08:33.688972Z",
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"shell.execute_reply": "2026-05-04T13:08:33.687750Z"
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}
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},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"\u001b[0;93m2026-05-04 15:08:19.251860362 [W:onnxruntime:Default, device_discovery.cc:283 GetGpuDevices] Failed to detect devices under \"/sys/class/drm/card0\": device_discovery.cc:93 ReadFileContents Failed to open file: \"/sys/class/drm/card0/device/vendor\"\u001b[m\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"GLiNER 7.9s\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"\u001b[1mDebertaV2Model LOAD REPORT\u001b[0m from: microsoft/deberta-v3-large\n",
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"Key | Status | | \n",
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"----------------------------------------+------------+--+-\n",
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"lm_predictions.lm_head.dense.weight | UNEXPECTED | | \n",
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"mask_predictions.dense.bias | UNEXPECTED | | \n",
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"lm_predictions.lm_head.LayerNorm.weight | UNEXPECTED | | \n",
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"mask_predictions.LayerNorm.weight | UNEXPECTED | | \n",
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"mask_predictions.dense.weight | UNEXPECTED | | \n",
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"lm_predictions.lm_head.LayerNorm.bias | UNEXPECTED | | \n",
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"lm_predictions.lm_head.dense.bias | UNEXPECTED | | \n",
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"mask_predictions.classifier.weight | UNEXPECTED | | \n",
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"lm_predictions.lm_head.bias | UNEXPECTED | | \n",
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"mask_predictions.classifier.bias | UNEXPECTED | | \n",
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"mask_predictions.LayerNorm.bias | UNEXPECTED | | \n",
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"\n",
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"\u001b[3mNotes:\n",
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"- UNEXPECTED\u001b[3m\t:can be ignored when loading from different task/architecture; not ok if you expect identical arch.\u001b[0m\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"GLiREL 7.6s\n"
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]
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}
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],
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"source": [
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"import time\n",
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"t0 = time.time(); gliner = gliner_load_model(); print(f'GLiNER {time.time()-t0:.1f}s')\n",
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"t0 = time.time(); glirel = glirel_load_model(); print(f'GLiREL {time.time()-t0:.1f}s')"
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]
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},
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{
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"cell_type": "markdown",
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"id": "b2729f88",
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"metadata": {},
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"source": [
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"## 4. Pipeline `extract_graph_hybrid` — dos pasadas\n",
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"\n",
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"El threshold del notebook 01 (`0.15`) se calibro mirando la _distribucion_ de scores (max ~0.21 en EN, ~0.17 en ES). Pero **GLiREL evalua TODOS los pares ordenados de entidades para CADA label**: con 15 entidades y 8 labels son 15×14×8 = 1680 candidatos. Aunque pocos pasan, los que pasan son una mezcla de aciertos y plausibles-pero-falsos.\n",
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"\n",
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"Vamos a hacer **dos pasadas** sobre el mismo texto: `0.15` (recall, ruidoso) y `0.30` (precision, limpio). El notebook 01 solo midio scores agregados — esta celda completa la calibracion mirando _calidad semantica_ del output."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "f673c21e",
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"metadata": {
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"execution": {
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||
"iopub.execute_input": "2026-05-04T13:08:33.691463Z",
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"iopub.status.busy": "2026-05-04T13:08:33.690930Z",
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||
"iopub.status.idle": "2026-05-04T13:08:34.233862Z",
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"shell.execute_reply": "2026-05-04T13:08:34.232871Z"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"recall (t=0.15): 15 ents 51 rels\n",
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"precision (t=0.30): 15 ents 1 rels\n"
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]
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}
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],
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"source": [
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"entity_schema = [\n",
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" {'type_ref': 'Person', 'label': 'person'},\n",
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" {'type_ref': 'Organization', 'label': 'organization'},\n",
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" {'type_ref': 'Location', 'label': 'location'},\n",
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"]\n",
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"relation_types = [\n",
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" 'works_at', 'located_in', 'appointed_as', 'headquartered_in',\n",
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" 'ceo_of', 'president_of', 'agreement_with', 'met_with',\n",
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"]\n",
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"\n",
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"def run(threshold):\n",
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" return extract_graph_hybrid(\n",
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" chunks=[TEXTO],\n",
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" entity_schema=entity_schema,\n",
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" relation_types=relation_types,\n",
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" gliner_model=gliner,\n",
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" glirel_model=glirel,\n",
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" llm_chat_json=None,\n",
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" confidence_threshold=threshold,\n",
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" )\n",
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"\n",
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"ents_recall, rels_recall = run(0.15)\n",
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"ents_precision, rels_precision = run(0.30)\n",
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"print(f'recall (t=0.15): {len(ents_recall):2d} ents {len(rels_recall):2d} rels')\n",
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"print(f'precision (t=0.30): {len(ents_precision):2d} ents {len(rels_precision):2d} rels')\n",
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"\n",
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"# Trabajamos a partir de aqui con 'precision' como base\n",
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"ents, rels = ents_precision, rels_precision"
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]
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},
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{
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"cell_type": "markdown",
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"id": "8d7906d2",
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"metadata": {},
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"source": [
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"### 4.1 Tabla de entidades"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "886ef097",
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"metadata": {
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"execution": {
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||
"iopub.execute_input": "2026-05-04T13:08:34.235957Z",
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||
"iopub.status.busy": "2026-05-04T13:08:34.235690Z",
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||
"iopub.status.idle": "2026-05-04T13:08:34.253381Z",
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"shell.execute_reply": "2026-05-04T13:08:34.252557Z"
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}
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>name</th>\n",
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" <th>type</th>\n",
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" <th>confidence</th>\n",
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" <th>chunks</th>\n",
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" <th>merged_from</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>12</th>\n",
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" <td>Bilbao</td>\n",
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" <td>Location</td>\n",
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" <td>0.981</td>\n",
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" <td>[0]</td>\n",
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" <td>[]</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>Arteixo</td>\n",
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" <td>Location</td>\n",
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" <td>0.963</td>\n",
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" <td>[0]</td>\n",
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" <td>[]</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>Madrid</td>\n",
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" <td>Location</td>\n",
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" <td>0.950</td>\n",
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" <td>[0]</td>\n",
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" <td>[]</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>6</th>\n",
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" <td>A Coruna</td>\n",
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" <td>Location</td>\n",
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" <td>0.918</td>\n",
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" <td>[0]</td>\n",
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" <td>[]</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>9</th>\n",
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" <td>Galicia</td>\n",
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" <td>Location</td>\n",
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" <td>0.726</td>\n",
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" <td>[0]</td>\n",
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" <td>[]</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>Inditex</td>\n",
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" <td>Organization</td>\n",
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" <td>0.979</td>\n",
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" <td>[0]</td>\n",
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" <td>[]</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>7</th>\n",
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" <td>Iberdrola</td>\n",
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" <td>Organization</td>\n",
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" <td>0.979</td>\n",
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" <td>[0]</td>\n",
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" <td>[]</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>Telefonica</td>\n",
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" <td>Organization</td>\n",
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" <td>0.969</td>\n",
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" <td>[0]</td>\n",
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" <td>[]</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>13</th>\n",
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" <td>BBVA</td>\n",
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" <td>Organization</td>\n",
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" <td>0.969</td>\n",
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" <td>[0]</td>\n",
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" <td>[]</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>8</th>\n",
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" <td>Endesa</td>\n",
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" <td>Organization</td>\n",
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" <td>0.968</td>\n",
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" <td>[0]</td>\n",
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" <td>[]</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Pablo Isla</td>\n",
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" <td>Person</td>\n",
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" <td>0.979</td>\n",
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" <td>[0]</td>\n",
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" <td>[]</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>10</th>\n",
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" <td>Ignacio Galan</td>\n",
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" <td>Person</td>\n",
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" <td>0.972</td>\n",
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" <td>[0]</td>\n",
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" <td>[]</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>11</th>\n",
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" <td>Marina Serrano</td>\n",
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" <td>Person</td>\n",
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" <td>0.957</td>\n",
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" <td>[0]</td>\n",
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" <td>[]</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>14</th>\n",
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" <td>Carlos Torres</td>\n",
|
||
" <td>Person</td>\n",
|
||
" <td>0.956</td>\n",
|
||
" <td>[0]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Jose Maria Alvarez-Pallete</td>\n",
|
||
" <td>Person</td>\n",
|
||
" <td>0.925</td>\n",
|
||
" <td>[0]</td>\n",
|
||
" <td>[]</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" name type confidence chunks merged_from\n",
|
||
"12 Bilbao Location 0.981 [0] []\n",
|
||
"5 Arteixo Location 0.963 [0] []\n",
|
||
"4 Madrid Location 0.950 [0] []\n",
|
||
"6 A Coruna Location 0.918 [0] []\n",
|
||
"9 Galicia Location 0.726 [0] []\n",
|
||
"1 Inditex Organization 0.979 [0] []\n",
|
||
"7 Iberdrola Organization 0.979 [0] []\n",
|
||
"2 Telefonica Organization 0.969 [0] []\n",
|
||
"13 BBVA Organization 0.969 [0] []\n",
|
||
"8 Endesa Organization 0.968 [0] []\n",
|
||
"0 Pablo Isla Person 0.979 [0] []\n",
|
||
"10 Ignacio Galan Person 0.972 [0] []\n",
|
||
"11 Marina Serrano Person 0.957 [0] []\n",
|
||
"14 Carlos Torres Person 0.956 [0] []\n",
|
||
"3 Jose Maria Alvarez-Pallete Person 0.925 [0] []"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_ents = pd.DataFrame([\n",
|
||
" {'name': e.name, 'type': e.type_ref, 'confidence': round(e.confidence, 3),\n",
|
||
" 'chunks': e.source_chunk_indices, 'merged_from': e.merged_from}\n",
|
||
" for e in ents\n",
|
||
"]).sort_values(['type','confidence'], ascending=[True, False])\n",
|
||
"df_ents"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "859e2a5d",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 4.2 Tabla de relaciones"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "95787f04",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2026-05-04T13:08:34.255364Z",
|
||
"iopub.status.busy": "2026-05-04T13:08:34.255151Z",
|
||
"iopub.status.idle": "2026-05-04T13:08:34.263590Z",
|
||
"shell.execute_reply": "2026-05-04T13:08:34.262614Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>from</th>\n",
|
||
" <th>kind</th>\n",
|
||
" <th>to</th>\n",
|
||
" <th>confidence</th>\n",
|
||
" <th>chunk</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Ignacio Galan</td>\n",
|
||
" <td>president_of</td>\n",
|
||
" <td>Jose Maria Alvarez-Pallete</td>\n",
|
||
" <td>0.339</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" from kind to confidence chunk\n",
|
||
"0 Ignacio Galan president_of Jose Maria Alvarez-Pallete 0.339 0"
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_rels = pd.DataFrame([\n",
|
||
" {'from': r.from_name, 'kind': r.relation_type, 'to': r.to_name,\n",
|
||
" 'confidence': round(r.confidence, 3), 'chunk': r.source_chunk_index}\n",
|
||
" for r in rels\n",
|
||
"]).sort_values('confidence', ascending=False)\n",
|
||
"df_rels"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "45b13cdb",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 5. Visualizacion comparativa — recall vs precision\n",
|
||
"\n",
|
||
"Dos grafos, mismo texto, distinto threshold. Nodos coloreados por tipo, aristas etiquetadas con `relation_type`, layout fuerza-dirigido. Es el mismo render que el panel del `graph_explorer` haria tras un _Apply selected_, pero aqui en linea para validar visualmente la calibracion."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "e19a59bd",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2026-05-04T13:08:34.265474Z",
|
||
"iopub.status.busy": "2026-05-04T13:08:34.265312Z",
|
||
"iopub.status.idle": "2026-05-04T13:08:34.854478Z",
|
||
"shell.execute_reply": "2026-05-04T13:08:34.853517Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 2000x900 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"TYPE_COLOR = {'Person': '#5DA5DA', 'Organization': '#F17CB0', 'Location': '#60BD68'}\n",
|
||
"\n",
|
||
"def draw(ax, ents, rels, title):\n",
|
||
" G = nx.DiGraph()\n",
|
||
" for e in ents:\n",
|
||
" G.add_node(e.name, type=e.type_ref, confidence=e.confidence)\n",
|
||
" for r in rels:\n",
|
||
" G.add_edge(r.from_name, r.to_name, kind=r.relation_type, confidence=r.confidence)\n",
|
||
" pos = nx.spring_layout(G, k=2.2, iterations=80, seed=42)\n",
|
||
" node_colors = [TYPE_COLOR.get(G.nodes[n].get('type'), '#bbb') for n in G.nodes]\n",
|
||
" nx.draw_networkx_nodes(G, pos, node_color=node_colors, node_size=1900,\n",
|
||
" edgecolors='#333', linewidths=1.4, ax=ax)\n",
|
||
" nx.draw_networkx_labels(G, pos, font_size=8, font_weight='bold', ax=ax)\n",
|
||
" nx.draw_networkx_edges(G, pos, edge_color='#888', arrows=True, arrowsize=14,\n",
|
||
" width=1.2, alpha=0.65, ax=ax,\n",
|
||
" connectionstyle='arc3,rad=0.08')\n",
|
||
" edge_labels = {(u, v): d['kind'] for u, v, d in G.edges(data=True)}\n",
|
||
" nx.draw_networkx_edge_labels(G, pos, edge_labels=edge_labels, font_size=6.5,\n",
|
||
" font_color='#333', label_pos=0.5,\n",
|
||
" bbox=dict(boxstyle='round,pad=0.1', fc='white', ec='none', alpha=0.8),\n",
|
||
" ax=ax)\n",
|
||
" ax.set_title(f'{title}: {G.number_of_nodes()} ents, {G.number_of_edges()} rels', fontsize=11)\n",
|
||
" ax.axis('off')\n",
|
||
"\n",
|
||
"fig, axes = plt.subplots(1, 2, figsize=(20, 9))\n",
|
||
"draw(axes[0], ents_recall, rels_recall, 't=0.15 (recall)')\n",
|
||
"draw(axes[1], ents_precision, rels_precision, 't=0.30 (precision)')\n",
|
||
"from matplotlib.patches import Patch\n",
|
||
"legend = [Patch(facecolor=c, edgecolor='#333', label=t) for t, c in TYPE_COLOR.items()]\n",
|
||
"axes[0].legend(handles=legend, loc='upper left', frameon=True, fontsize=10)\n",
|
||
"plt.tight_layout(); plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "6da687bb",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 5.1 Solo el grafo de precision (vista limpia)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "fcc36f47",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2026-05-04T13:08:34.856358Z",
|
||
"iopub.status.busy": "2026-05-04T13:08:34.856197Z",
|
||
"iopub.status.idle": "2026-05-04T13:08:34.970293Z",
|
||
"shell.execute_reply": "2026-05-04T13:08:34.969413Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1300x900 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(figsize=(13, 9))\n",
|
||
"draw(ax, ents_precision, rels_precision, 'Grafo final (t=0.30)')\n",
|
||
"from matplotlib.patches import Patch\n",
|
||
"legend = [Patch(facecolor=c, edgecolor='#333', label=t) for t, c in TYPE_COLOR.items()]\n",
|
||
"ax.legend(handles=legend, loc='upper left', frameon=True, fontsize=10)\n",
|
||
"plt.tight_layout(); plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "7d6e9738",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 6. Lectura empirica — el hallazgo incomodo\n",
|
||
"\n",
|
||
"**GLiNER funciona muy bien:** 15 entidades nucleo con confianza 0.92-0.98, en castellano, con labels en ingles. Sin asteriscos.\n",
|
||
"\n",
|
||
"**GLiREL no funciona bien en este dominio.** No es un problema de threshold — es de fondo:\n",
|
||
"\n",
|
||
"### Falsos positivos con score alto a `t=0.15`\n",
|
||
"\n",
|
||
"Con 51 relaciones emitidas, la mayoria son espurias. Ejemplos reales del output:\n",
|
||
"\n",
|
||
"| Score | from | kind | to | Realidad |\n",
|
||
"|---|---|---|---|---|\n",
|
||
"| 0.339 | Ignacio Galan | president_of | Jose Maria Alvarez-Pallete | **Falso.** Galan preside Iberdrola; Alvarez-Pallete preside Telefonica. No tienen relacion entre si. |\n",
|
||
"| 0.292 | Carlos Torres | president_of | Jose Maria Alvarez-Pallete | **Falso.** Torres preside BBVA. |\n",
|
||
"| 0.253 | Madrid | president_of | Jose Maria Alvarez-Pallete | **Sin sentido.** Una `Location` no preside a una `Person`. |\n",
|
||
"| 0.218 | Madrid | located_in | Inditex | **Invertido.** Inditex esta en Arteixo, no Madrid esta en Inditex. |\n",
|
||
"\n",
|
||
"### Y al subir el threshold no mejora\n",
|
||
"\n",
|
||
"A `t=0.30` (precision mode), solo sobrevive **1 relacion**: la primera de la tabla — que **tambien es falsa**. GLiREL ha aprendido que dos `Person` cerca de la palabra _presidente_ disparan `president_of` con confianza alta, sin importar la sintaxis ni la direccion.\n",
|
||
"\n",
|
||
"### Por que pasa esto\n",
|
||
"\n",
|
||
"1. **GLiREL evalua todos los pares ordenados × cada label.** Con 15 ents y 8 labels son 15×14×8 = **1680 candidatos**. Incluso con error <1% por candidato, el output a threshold permisivo es ruidoso.\n",
|
||
"2. **El modelo es atencional, no logico.** Aprende patrones de coocurrencia, no semantica. Por eso `Madrid president_of Persona` recibe score positivo cuando ambos aparecen cerca del verbo.\n",
|
||
"3. **`jackboyla/glirel-large-v0` esta entrenado mayoritariamente en ingles.** El gap EN/ES del notebook 01 (max 0.23 vs 0.17) es la punta del iceberg — la calidad semantica tambien cae.\n",
|
||
"\n",
|
||
"### Que toca cambiar en el pipeline\n",
|
||
"\n",
|
||
"1. **No usar GLiREL como decisor final** en castellano. Usarlo como _candidate generator_ y validar con LLM. El pipeline `extract_graph_hybrid` ya admite `llm_chat_json` para fallback de entidades — habria que extender el flujo a las relaciones (issue nuevo).\n",
|
||
"2. **Si no hay LLM disponible**, mejor emitir solo top-N por score (ej: top-3 relaciones globales) que filtrar por threshold global. El panel deja al humano elegir.\n",
|
||
"3. **El issue `0041-split-confidence-thresholds`** sigue siendo valido (separar entity y relation thresholds), pero ahora sabemos que el problema mas grave **NO es el threshold sino la calidad del modelo en este dominio**.\n",
|
||
"4. **Para OSINT/narrativa en EN**, GLiREL podria funcionar mejor (notebook 01 mostro scores ~25% mas altos en EN). No probado aqui.\n",
|
||
"\n",
|
||
"### Decision provisional para el panel `paste_extract`\n",
|
||
"\n",
|
||
"- **GLiNER (entidades): habilitado por defecto.** Funciona muy bien.\n",
|
||
"- **GLiREL (relaciones): deshabilitado por defecto en castellano** o, alternativamente, mostrar siempre con un banner explicando que las relaciones son sugerencias y deben validarse antes de _Apply_.\n",
|
||
"- **Issue nuevo:** integrar LLM como validator semantico de candidatos GLiREL antes de mostrar al usuario.\n",
|
||
"\n",
|
||
"**Para iterar sobre tu propio texto:** edita la celda 5 (`TEXTO = ...`) y re-ejecuta desde la celda 7. Los modelos quedan cacheados en RAM."
|
||
]
|
||
}
|
||
],
|
||
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|
||
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|
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|
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|
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|
||
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|
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"language_info": {
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"name": "ipython",
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|
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|
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"pygments_lexer": "ipython3",
|
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"version": "3.13.7"
|
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|
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|
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|
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|
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