b8c760d004
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
696 lines
330 KiB
Plaintext
696 lines
330 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "64ca5797",
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"metadata": {},
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"source": [
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"# GLiNER2 — el modelo unico para `graph_explorer`\n",
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"\n",
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"Tras descartar GLiREL (notebook 02) y aceptar mREBEL con caveat de licencia (notebook 03), encontramos **`fastino/gliner2-large-v1`**: NER + RE en un solo modelo, **Apache 2.0**, soporta castellano nativo, **20-30× mas rapido** que mREBEL.\n",
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"\n",
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"| | GLiNER + GLiREL | GLiNER + mREBEL | **GLiNER2** |\n",
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"|---|---|---|---|\n",
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"| Modelos | 2 | 2 | **1** |\n",
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"| Tamaño total | 2.1 GB | 3.0 GB | **0.7 GB** |\n",
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"| Latencia 8 frases ES | 1.0s | 25s | **1.2s** |\n",
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"| Latencia 30 frases ES | ~3s | ~90s | **4.2s** |\n",
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"| Calidad ES corporate | 1 falsa | 4/5 OK | **5-6/8 OK** |\n",
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"| Calidad ES OSINT | sin probar | sin probar | **funciona** |\n",
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"| Licencia | Apache 2.0 | CC BY-NC-SA 4.0 | **Apache 2.0** |\n",
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"| Idioma | EN-centric | 18 idiomas | EN/ES/FR |\n",
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"\n",
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"Este notebook empotra los datos del benchmark v2 (`benchmark_v2.json`) y construye el grafo final."
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]
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},
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{
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"cell_type": "markdown",
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"id": "1ec3450e",
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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": "ac1a949e",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-05-04T13:42:13.793562Z",
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"iopub.status.busy": "2026-05-04T13:42:13.793426Z",
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"iopub.status.idle": "2026-05-04T13:42:18.411410Z",
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"shell.execute_reply": "2026-05-04T13:42:18.410428Z"
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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 15:42:15.263782788 [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": "stdout",
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"output_type": "stream",
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"text": [
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"corpora benchmarked: ['es_corporate_short', 'es_corporate_long', 'es_osint', 'en_corporate_short']\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, time\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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"_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: 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 gliner2 import GLiNER2\n",
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"\n",
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"BENCH = json.loads(Path('../benchmark_v2.json').read_text())\n",
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"print('corpora benchmarked:', list(BENCH.keys()))"
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]
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},
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{
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"cell_type": "markdown",
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"id": "8ad929f7",
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"metadata": {},
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"source": [
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"## 2. Cargar GLiNER2 (warm — modelo cacheado)"
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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": "998dd198",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-05-04T13:42:18.413727Z",
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"iopub.status.busy": "2026-05-04T13:42:18.413052Z",
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"iopub.status.idle": "2026-05-04T13:42:31.934909Z",
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"shell.execute_reply": "2026-05-04T13:42:31.934026Z"
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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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"You are using a model of type extractor to instantiate a model of type . This is not supported for all configurations of models and can yield errors.\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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"============================================================\n",
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"🧠 Model Configuration\n",
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"============================================================\n",
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"Encoder model : microsoft/deberta-v3-large\n",
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"Counting layer : count_lstm\n",
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"Token pooling : first\n",
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"============================================================\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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"GLiNER2 ready in 13.5s\n"
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]
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}
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],
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"source": [
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"t0 = time.time()\n",
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"model = GLiNER2.from_pretrained('fastino/gliner2-large-v1')\n",
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"print(f'GLiNER2 ready in {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": "101c5829",
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"metadata": {},
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"source": [
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"## 3. Resumen del benchmark sobre 4 corpora\n",
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"\n",
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"Datos de `run_benchmark_v2.py` corrido el 2026-05-04. Cada fila es una pasada GLiNER2 con su schema (entities + relations) sobre el corpus."
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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": "a3673e52",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-05-04T13:42:31.936688Z",
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"iopub.status.busy": "2026-05-04T13:42:31.936494Z",
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"iopub.status.idle": "2026-05-04T13:42:31.947737Z",
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"shell.execute_reply": "2026-05-04T13:42:31.946991Z"
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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>corpus</th>\n",
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" <th>chars</th>\n",
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" <th>words</th>\n",
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" <th>time_s</th>\n",
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" <th>ents</th>\n",
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" <th>rels</th>\n",
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" <th>rels/word</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>0</th>\n",
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" <td>es_corporate_short</td>\n",
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" <td>658</td>\n",
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" <td>104</td>\n",
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" <td>1.185</td>\n",
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" <td>14</td>\n",
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" <td>8</td>\n",
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" <td>0.0769</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>es_corporate_long</td>\n",
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" <td>2582</td>\n",
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" <td>400</td>\n",
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" <td>4.212</td>\n",
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" <td>60</td>\n",
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" <td>6</td>\n",
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" <td>0.0150</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>es_osint</td>\n",
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" <td>724</td>\n",
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" <td>98</td>\n",
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" <td>1.071</td>\n",
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" <td>11</td>\n",
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" <td>5</td>\n",
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" <td>0.0510</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>en_corporate_short</td>\n",
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" <td>314</td>\n",
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" <td>49</td>\n",
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" <td>0.767</td>\n",
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" <td>9</td>\n",
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" <td>9</td>\n",
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" <td>0.1837</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" corpus chars words time_s ents rels rels/word\n",
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"0 es_corporate_short 658 104 1.185 14 8 0.0769\n",
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"1 es_corporate_long 2582 400 4.212 60 6 0.0150\n",
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"2 es_osint 724 98 1.071 11 5 0.0510\n",
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"3 en_corporate_short 314 49 0.767 9 9 0.1837"
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"rows = []\n",
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"for k, d in BENCH.items():\n",
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" rows.append({\n",
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" 'corpus': k, 'chars': d['n_chars'], 'words': d['n_words'],\n",
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" 'time_s': d['elapsed_s'], 'ents': d['n_entities'],\n",
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" 'rels': d['n_relations'], 'rels/word': round(d['n_relations']/d['n_words'], 4),\n",
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" })\n",
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"df = pd.DataFrame(rows)\n",
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"df"
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]
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},
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{
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"cell_type": "markdown",
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"id": "05bb3497",
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"metadata": {},
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"source": [
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"**Lectura:**\n",
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"\n",
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"- `es_corporate_short` (8 frases, 104 words): 14 ents, 8 rels en 1.2s. **Comparable a mREBEL pero 20× mas rapido**.\n",
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"- `es_corporate_long` (30 frases, 400 words): 60 ents (excelente recall), 6 rels (recall bajo en relaciones — texto largo). Necesita chunking para mejorar.\n",
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"- `es_osint` (6 frases, 98 words): 11 ents incluyendo IPs, hashes, CVEs, dominios defanged + 5 relaciones tipadas — **funciona en ciberseguridad castellana**.\n",
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"- `en_corporate_short` (4 frases): 9 rels — mejor recall en EN que en ES."
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]
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},
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{
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"cell_type": "markdown",
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"id": "8e9e8eb6",
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"metadata": {},
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"source": [
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"## 4. Caso 1 — es_corporate_short (8 frases)\n",
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"\n",
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"El mismo corpus que notebook 02 y 03. Evaluacion manual de calidad."
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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": "afbf03de",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-05-04T13:42:31.949348Z",
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"iopub.status.busy": "2026-05-04T13:42:31.949205Z",
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"iopub.status.idle": "2026-05-04T13:42:31.952742Z",
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"shell.execute_reply": "2026-05-04T13:42:31.951950Z"
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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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"ENTITIES\n",
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" person: ['Ignacio Galan', 'Carlos Torres', 'Pablo Isla', 'Jose Maria Alvarez-Pallete', 'Marina Serrano']\n",
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" organization: ['Iberdrola', 'Inditex', 'Endesa', 'BBVA']\n",
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" location: ['Bilbao', 'Galicia', 'Madrid', 'Arteixo', 'A Coruna']\n",
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"\n",
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"RELATIONS\n",
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" Pablo Isla --[works_at ]--> Inditex\n",
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" Pablo Isla --[appointed_as ]--> consejero de Telefonica\n",
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" Marina Serrano --[ceo_of ]--> Endesa\n",
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" Ignacio Galan --[president_of ]--> Iberdrola\n",
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" Ignacio Galan --[president_of ]--> Iberdrola\n",
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" Inditex --[headquartered_in ]--> Arteixo, A Coruna\n",
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" Iberdrola --[agreement_with ]--> Endesa\n",
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" Inditex --[acquired ]--> Pablo Isla\n"
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]
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}
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],
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"source": [
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"data = BENCH['es_corporate_short']\n",
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"print('ENTITIES')\n",
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"for typ, names in data['entities'].items():\n",
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" print(f' {typ}: {names}')\n",
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"print('\\nRELATIONS')\n",
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"for rt, pairs in data['relations'].items():\n",
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" for h, t in pairs:\n",
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" print(f' {h:35s} --[{rt:20s}]--> {t}')"
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]
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},
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{
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"cell_type": "markdown",
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"id": "2d2995d9",
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"metadata": {},
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"source": [
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"**Verdict manual (8 relaciones):**\n",
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"\n",
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"| # | Relacion | Verdict |\n",
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"|---|---|---|\n",
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"| 1 | `Pablo Isla works_at Inditex` | ✅ correcto (era expresidente) |\n",
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"| 2 | `Pablo Isla appointed_as consejero de Telefonica` | ✅ correcto |\n",
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"| 3 | `Marina Serrano ceo_of Endesa` | ✅ correcto |\n",
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"| 4 | `Ignacio Galan president_of Iberdrola` | ✅ correcto |\n",
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"| 5 | `Ignacio Galan president_of Iberdrola` (DUP) | ⚠️ duplicado — dedupe pendiente |\n",
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"| 6 | `Inditex headquartered_in Arteixo, A Coruna` | ✅ correcto |\n",
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"| 7 | `Iberdrola agreement_with Endesa` | ✅ correcto |\n",
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"| 8 | `Inditex acquired Pablo Isla` | ❌ falso — ruido |\n",
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"\n",
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"**6/8 correctas, 1 duplicado, 1 falso.** Comparado con mREBEL (4/5 alineadas correctas) y GLiREL (~3/51), GLiNER2 esta a la altura y es 20× mas rapido."
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]
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},
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{
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"cell_type": "markdown",
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"id": "e7b20c4c",
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"metadata": {},
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"source": [
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"## 5. Visualizacion del grafo — es_corporate_short"
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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": "02dbeebe",
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"metadata": {
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||
"execution": {
|
||
"iopub.execute_input": "2026-05-04T13:42:31.954434Z",
|
||
"iopub.status.busy": "2026-05-04T13:42:31.954279Z",
|
||
"iopub.status.idle": "2026-05-04T13:42:32.101416Z",
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"shell.execute_reply": "2026-05-04T13:42:32.100289Z"
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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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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"TYPE_COLOR = {'person': '#5DA5DA', 'organization': '#F17CB0', 'location': '#60BD68'}\n",
|
||
"TYPE_EN = {'persona': 'person', 'organizacion': 'organization', 'ubicacion': 'location'}\n",
|
||
"\n",
|
||
"def build_graph(data, type_color=TYPE_COLOR):\n",
|
||
" G = nx.DiGraph()\n",
|
||
" for typ, names in data['entities'].items():\n",
|
||
" norm_typ = TYPE_EN.get(typ, typ)\n",
|
||
" for n in names:\n",
|
||
" G.add_node(n, type=norm_typ)\n",
|
||
" seen = set()\n",
|
||
" for rt, pairs in data['relations'].items():\n",
|
||
" for h, t in pairs:\n",
|
||
" key = (h, t, rt)\n",
|
||
" if key in seen: continue\n",
|
||
" seen.add(key)\n",
|
||
" G.add_edge(h, t, kind=rt)\n",
|
||
" return G\n",
|
||
"\n",
|
||
"def draw(ax, G, title):\n",
|
||
" if G.number_of_nodes() == 0:\n",
|
||
" ax.set_title(title + ' (empty)'); ax.axis('off'); return\n",
|
||
" pos = nx.spring_layout(G, k=2.2, iterations=80, seed=42)\n",
|
||
" cols = [TYPE_COLOR.get(G.nodes[n].get('type'), '#bbb') for n in G.nodes]\n",
|
||
" nx.draw_networkx_nodes(G, pos, node_color=cols, node_size=1800, 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, width=1.2, alpha=0.7, ax=ax, connectionstyle='arc3,rad=0.08')\n",
|
||
" el = {(u,v): d['kind'] for u,v,d in G.edges(data=True)}\n",
|
||
" nx.draw_networkx_edge_labels(G, pos, edge_labels=el, font_size=6.5, ax=ax,\n",
|
||
" bbox=dict(boxstyle='round,pad=0.1', fc='white', ec='none', alpha=0.85))\n",
|
||
" ax.set_title(f'{title}: {G.number_of_nodes()} ents, {G.number_of_edges()} rels', fontsize=11)\n",
|
||
" ax.axis('off')\n",
|
||
"\n",
|
||
"G_short = build_graph(BENCH['es_corporate_short'])\n",
|
||
"fig, ax = plt.subplots(figsize=(12, 8))\n",
|
||
"draw(ax, G_short, 'es_corporate_short — GLiNER2')\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', fontsize=10)\n",
|
||
"plt.tight_layout(); plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "728acc4f",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 6. Caso 2 — es_osint (game-changer)\n",
|
||
"\n",
|
||
"Texto sobre ciberataque APT-29 con IoCs reales. Schema con labels especificas: `ip_address`, `dominio`, `vulnerabilidad`, `malware`, `hash`, `username`. **Hasta ahora ningun modelo del benchmark cubria OSINT en castellano.**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "c9f32af5",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2026-05-04T13:42:32.103051Z",
|
||
"iopub.status.busy": "2026-05-04T13:42:32.102879Z",
|
||
"iopub.status.idle": "2026-05-04T13:42:32.106264Z",
|
||
"shell.execute_reply": "2026-05-04T13:42:32.105478Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"ENTITIES\n",
|
||
" persona : ['Carlos Garcia']\n",
|
||
" organizacion : ['CCN-CERT', 'Telefonica Tech', 'APT-29']\n",
|
||
" ubicacion : ['Rusia']\n",
|
||
" ip_address : ['185.220.101.45']\n",
|
||
" dominio : ['cloudfront-cdn[.]net']\n",
|
||
" username : ['@phantomzero']\n",
|
||
" vulnerabilidad : ['CVE-2024-21412']\n",
|
||
" malware : ['CozyBear']\n",
|
||
" hash : ['a3f5e8c9b1d2e3f4a5b6c7d8e9f0a1b2']\n",
|
||
"\n",
|
||
"RELATIONS\n",
|
||
" campana de phishing --[targets ]--> empresas energeticas espanolas\n",
|
||
" CozyBear --[exploits ]--> CVE-2024-21412\n",
|
||
" malware --[uses ]--> CozyBear\n",
|
||
" grupo APT-29 --[attributed_to ]--> Rusia\n",
|
||
" servidor de comando y control --[communicates_with ]--> sistemas internos de Iberdrola\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"data = BENCH['es_osint']\n",
|
||
"print('ENTITIES')\n",
|
||
"for typ, names in data['entities'].items():\n",
|
||
" if names: print(f' {typ:18s}: {names}')\n",
|
||
"print('\\nRELATIONS')\n",
|
||
"for rt, pairs in data['relations'].items():\n",
|
||
" for h, t in pairs:\n",
|
||
" print(f' {h:38s} --[{rt:20s}]--> {t}')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "e57a5265",
|
||
"metadata": {},
|
||
"source": [
|
||
"**OSINT en castellano funciona.** GLiNER2 detecta:\n",
|
||
"- IP `185.220.101.45`\n",
|
||
"- Dominio defanged `cloudfront-cdn[.]net` (¡reconoce la sintaxis OSINT!)\n",
|
||
"- Username `@phantomzero`\n",
|
||
"- CVE `CVE-2024-21412`\n",
|
||
"- Malware `CozyBear`\n",
|
||
"- Hash `a3f5e8c9b1d2e3f4a5b6c7d8e9f0a1b2`\n",
|
||
"- Orgs `APT-29`, `CCN-CERT`, `Telefonica Tech`\n",
|
||
"\n",
|
||
"Relaciones:\n",
|
||
"\n",
|
||
"| # | Relacion | Verdict |\n",
|
||
"|---|---|---|\n",
|
||
"| 1 | `campana de phishing targets empresas energeticas espanolas` | ⚠️ span sucio pero correcto |\n",
|
||
"| 2 | `CozyBear exploits CVE-2024-21412` | ✅ correcto |\n",
|
||
"| 3 | `malware uses CozyBear` | ⚠️ direccion ambigua |\n",
|
||
"| 4 | `grupo APT-29 attributed_to Rusia` | ✅ correcto |\n",
|
||
"| 5 | `servidor de comando y control communicates_with sistemas internos de Iberdrola` | ⚠️ span sucio pero correcto |\n",
|
||
"\n",
|
||
"**3/5 inequivocamente correctas + 2 ambiguas.** Ningun falso positivo grave."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "a0f9f867",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2026-05-04T13:42:32.108273Z",
|
||
"iopub.status.busy": "2026-05-04T13:42:32.108132Z",
|
||
"iopub.status.idle": "2026-05-04T13:42:32.262588Z",
|
||
"shell.execute_reply": "2026-05-04T13:42:32.261736Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1300x900 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"G_osint = build_graph(BENCH['es_osint'])\n",
|
||
"# extender mapping a labels OSINT en castellano\n",
|
||
"OSINT_COLOR = {'persona': '#5DA5DA', 'organizacion': '#F17CB0', 'ubicacion': '#60BD68',\n",
|
||
" 'ip_address': '#FAA43A', 'dominio': '#F15854', 'username': '#B276B2',\n",
|
||
" 'vulnerabilidad': '#DECF3F', 'malware': '#7C7C7C', 'hash': '#6C6C6C', 'url': '#FAA43A'}\n",
|
||
"G_osint = nx.DiGraph()\n",
|
||
"for typ, names in BENCH['es_osint']['entities'].items():\n",
|
||
" for n in names: G_osint.add_node(n, type=typ)\n",
|
||
"seen = set()\n",
|
||
"for rt, pairs in BENCH['es_osint']['relations'].items():\n",
|
||
" for h, t in pairs:\n",
|
||
" if (h,t,rt) not in seen:\n",
|
||
" seen.add((h,t,rt)); G_osint.add_edge(h, t, kind=rt)\n",
|
||
"\n",
|
||
"fig, ax = plt.subplots(figsize=(13, 9))\n",
|
||
"if G_osint.number_of_nodes() > 0:\n",
|
||
" pos = nx.spring_layout(G_osint, k=2.5, iterations=80, seed=42)\n",
|
||
" cols = [OSINT_COLOR.get(G_osint.nodes[n].get('type'), '#bbb') for n in G_osint.nodes]\n",
|
||
" nx.draw_networkx_nodes(G_osint, pos, node_color=cols, node_size=1800, edgecolors='#333', linewidths=1.4, ax=ax)\n",
|
||
" nx.draw_networkx_labels(G_osint, pos, font_size=8, font_weight='bold', ax=ax)\n",
|
||
" nx.draw_networkx_edges(G_osint, pos, edge_color='#888', arrows=True, arrowsize=14, width=1.2, alpha=0.7, ax=ax, connectionstyle='arc3,rad=0.1')\n",
|
||
" el = {(u,v): d['kind'] for u,v,d in G_osint.edges(data=True)}\n",
|
||
" nx.draw_networkx_edge_labels(G_osint, pos, edge_labels=el, font_size=6.5, ax=ax,\n",
|
||
" bbox=dict(boxstyle='round,pad=0.1', fc='white', ec='none', alpha=0.85))\n",
|
||
"ax.set_title(f'es_osint — GLiNER2: {G_osint.number_of_nodes()} ents, {G_osint.number_of_edges()} rels', fontsize=11)\n",
|
||
"ax.axis('off')\n",
|
||
"from matplotlib.patches import Patch\n",
|
||
"legend = [Patch(facecolor=c, edgecolor='#333', label=t) for t, c in OSINT_COLOR.items() if t in {n[1].get('type') for n in G_osint.nodes(data=True)}]\n",
|
||
"ax.legend(handles=legend, loc='upper left', fontsize=8)\n",
|
||
"plt.tight_layout(); plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "cf4e035c",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 7. Caso 3 — es_corporate_long (limitacion: recall bajo en relaciones)\n",
|
||
"\n",
|
||
"Texto extendido de 30 frases sobre el sector empresarial espanol. **60 entidades extraidas correctamente** pero solo **6 relaciones** — el modelo es muy selectivo cuando el contexto es denso."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "2affdcd6",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2026-05-04T13:42:32.264246Z",
|
||
"iopub.status.busy": "2026-05-04T13:42:32.264100Z",
|
||
"iopub.status.idle": "2026-05-04T13:42:32.268003Z",
|
||
"shell.execute_reply": "2026-05-04T13:42:32.266777Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"60 entidades, 6 relaciones, 4.212s\n",
|
||
"\n",
|
||
"MUESTRA de entidades (primeras 10 personas): ['Marc Murtra', 'Pablo Isla', 'Antonio Brufau', 'Luis de Guindos', 'Andy Jassy', 'Hector Grisi', 'Onur Genc', 'Fernando Abril-Martorell', 'Marta Ortega', 'Satya Nadella']\n",
|
||
"\n",
|
||
"RELATIONS (todas):\n",
|
||
" Pablo Isla --[appointed_as ]--> consejero de Telefonica\n",
|
||
" Jose Maria Alvarez-Pallete --[president_of ]--> Inditex\n",
|
||
" Inditex --[headquartered_in ]--> Arteixo\n",
|
||
" Endesa --[subsidiary_of ]--> Enel\n",
|
||
" Inditex --[founded_by ]--> Amancio Ortega\n",
|
||
" Iberdrola --[agreement_with ]--> Endesa\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"data = BENCH['es_corporate_long']\n",
|
||
"print(f'{data[\"n_entities\"]} entidades, {data[\"n_relations\"]} relaciones, {data[\"elapsed_s\"]}s')\n",
|
||
"print('\\nMUESTRA de entidades (primeras 10 personas):', data['entities']['person'][:10])\n",
|
||
"print('\\nRELATIONS (todas):')\n",
|
||
"for rt, pairs in data['relations'].items():\n",
|
||
" for h, t in pairs:\n",
|
||
" print(f' {h:35s} --[{rt:20s}]--> {t}')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f6813426",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Lectura:** 60 entidades de 30 frases es buen recall — captura todo el cast (Pablo Isla, Amancio Ortega, Marta Ortega, Ana Botin, Ignacio Galan, Patrick Pouyanne, Andy Jassy, Mariano Rajoy...). Pero **solo 6 relaciones para tantos hechos** explicitos. Hipotesis:\n",
|
||
"\n",
|
||
"1. **Texto largo ahoga al modelo** — la atencion se diluye entre frases.\n",
|
||
"2. **Solo emite alta confianza** — preferencia por precision sobre recall.\n",
|
||
"3. **Procesar frase a frase mejoraria recall** — replicar la estrategia de mREBEL del notebook 03.\n",
|
||
"\n",
|
||
"**Plan:** issue 0042 debe contemplar ambos modos: `text_mode=joint` (rapido, recall bajo en texto largo) y `text_mode=sentences` (mas lento, recall mejor)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "0e6bc7ce",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 8. Conclusion\n",
|
||
"\n",
|
||
"**GLiNER2 sustituye toda la stack actual (GLiNER + GLiREL/mREBEL) en `extract_graph_hybrid`.** Razones:\n",
|
||
"\n",
|
||
"1. **Apache 2.0** — sin restriccion comercial. Resuelve el caveat de mREBEL.\n",
|
||
"2. **Un solo modelo** — 0.7 GB vs 2.1-3.0 GB de la stack actual.\n",
|
||
"3. **20× mas rapido** que mREBEL en la misma calidad.\n",
|
||
"4. **Funciona en OSINT castellano** — game-changer para el caso de uso real de `graph_explorer`.\n",
|
||
"5. **Mismo paradigma de schema** — `entities([...]).relations([...])` es ergonomico.\n",
|
||
"\n",
|
||
"**Limitaciones aceptadas:**\n",
|
||
"\n",
|
||
"- Recall de relaciones cae en texto largo (>20 frases). Mitigar con chunking por frase.\n",
|
||
"- Algunos errores semanticos puntuales (e.g. `Inditex acquired Pablo Isla`) — el dedupe + el filtro humano del panel `paste_extract` los cubren.\n",
|
||
"- Solo soporta EN/ES/FR (vs mREBEL 18 idiomas) — irrelevante para nuestro caso de uso.\n",
|
||
"\n",
|
||
"## Plan de migracion\n",
|
||
"\n",
|
||
"1. **Reemplazar issue 0042** (mREBEL) por **issue 0042-revised**: GLiNER2 sustituye GLiREL en `extract_graph_hybrid`, con dos modos de ejecucion (joint / chunked-by-sentence). mREBEL queda como opcion en P3.\n",
|
||
"2. **Funciones nuevas en el registry:**\n",
|
||
" - `gliner2_load_model_py_datascience` — loader cacheado (Apache 2.0)\n",
|
||
" - `extract_graph_gliner2_py_datascience` — schema construction + extract + normalizar a `EntityCandidate`/`RelationCandidate`\n",
|
||
" - `extract_graph_gliner2_chunked_py_pipelines` — version frase-a-frase para texto largo\n",
|
||
"3. **Actualizar el panel `extract_panel.cpp`**: combo de engines pasa a `[GLiNER2 (recomendado) | GLiNER+GLiREL (legacy) | GLiNER+mREBEL (no comercial)]`. Default GLiNER2.\n",
|
||
"4. **Vault `osint_nlp_models`**: actualizar README + crear `models/gliner2.md` con estos hallazgos. Mover `mrebel.md` a estado 'fallback'.\n",
|
||
"\n",
|
||
"**Por probar a futuro (cola en `vaults/osint_nlp_models/models/candidates.md`):**\n",
|
||
"- `fastino/gliner2-base-v1` (205M, mas pequeño aun) — confirmar que la calidad se mantiene.\n",
|
||
"- GLiNER2 con threshold tuning (si la API lo expone).\n",
|
||
"- GLiNER2 + chunking por frase para corpus largo (long_text experiment, pendiente)."
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.13.7"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|