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Memgraph-Twitter-Disinformation-Network-Visualizer. Python
★ 5lablab-semantic-search-hackathon-embeddings. Python
★ 4MySQL-Learning-Repo. The repository for all of my MySQL learning exercises, practiced using the AdventureWorks and Sakila question sets from SQLZoo and MySQL.com, respectively.
★ 2TheDCPatriot-OSINT-analysis. Jupyter Notebook
★ 1euparliamentmonitor. European Parliament Political Intelligence Platform - Radical transparency - Democratic accountability - AI-generated news in 14 languages
★ 14SIVeL. Information System of Socio-Political Violence
★ 5apollo. A robust data collection and analysis tool to document political processes
★ 16partyembed. Scripts to fit and explore word embedding models augmented with political metadata.
★ 27emerging-trajectories. Open source framework for using LLMs to forecast political, economic, and social events.
★ 75cia. Citizen Intelligence Agency. Open-source intelligence platform analyzing Swedish political activities using AI and data visualization. Tracks politicians, government institutions, and parliamentary data, offering detailed insights, performance metrics, and advanced analytics.
★ 236hack4fem. combining engineering and feminist activism
★ 4plausible. Create a plausibly-deniable zone to keep your activism-related activities hidden away
★ 8Needpedia. Needpedia is a wiki for solutions to problems, which also contains a number of features that enable collaboration, so that it can be more than just a place to list ideas.
★ 5ActAttn. Activism via attention: interpretable spatiotemporal learning to forecast protest activities
★ 9AttackVectors. A repository to monitor attack vectors from state-backed information operations
★ 407activist. An open-source activism platform
★ 717jat. The World's First Agentic IDE. Visual dashboard: live sessions, task management, code editor, terminal. Epic Swarm parallel workflows. Auto-proceed rules. Automation patterns. Beads + Agent Mail + 50 bash tools. Supervise 20+ agents from one UI.
★ 248claude-code-bmad-skills. BMAD Method skills for Claude Code - Auto-detection, Memory integration, Slash commands. Transform Claude Code into a BMAD-powered development environment.
★ 470prd-taskmaster. Zero-config goal-to-tasks engine for Claude Code (the Atlas engine). Graded PRD validation, dependency-ordered task graph, evidence-gated execution.
★ 584ai-development-patterns. A comprehensive collection of AI development patterns for building software with AI assistance, organized by implementation maturity and development lifecycle phases. Includes Foundation, Development, and Operations patterns with practical examples and anti-patterns.
★ 618ralph-claude-code. Autonomous AI development loop for Claude Code with intelligent exit detection
★ 9.6kTencentDB-Agent-Memory. TencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and code into four reusable memory assets (Chat Memory, Skill, LLM-Wiki, Code-Graph) that are governed, shared, and equipped across agents and frameworks.
★ 9.4kevolver. The GEP-powered self-evolving engine for AI agents. Auditable evolution with Genes, Capsules, and Events. | evomap.ai
★ 8.9knarratives-detection. This repo is part of the 2023 Bellingcat Hackathon initiative.
★ 6PCoT. Persuasion-Augmented Chain-of-Thought for Disinformation Detection
★ 9atproto-scraping. Git scraping of AT Protocol/Bluesky instances
★ 181bsky-scraper. Collect posts from the Bluesky firehose and save them to a JSONL file
★ 75claude-cortex. I built a cortex for Claude Code. It runs three of my businesses.
★ 8trust-safety-recon. Threat-intelligence abuse assessment for AI products. Maps the abuse surface scoped to what the product actually does, scores readiness, ranks gaps, gives a 30-day plan.
★ 1audhd-executive-function. External executive function system for founders with AUDHD - a Claude Code skill
★ 3safe-autonomous-learning. Let your AI systems heal themselves and teach each other, without leaking client data. Three stdlib-only tools: a fail-closed client-data publish gate, a silent-job-death watchdog, and a safe capture→distill→learn loop.
★ 1kipi-system. Your AI brain, externalized. It remembers everything you do, then becomes whatever role you need. Same skeleton can run as your chief of staff, lawyer, PM, or investigator. Plain markdown. Built on Claude Code.
★ 97D3lta. A Python implementation of the D3lta algorithm for duplicated textual content detection
★ 66OpenSocialMonitor. Open-source toolkit for detecting and exposing automated manipulation on social media. Empowers communities to identify bots and coordinated campaigns spreading misinformation, and warn other users.
★ 4benchmark-coordination. An integrated collection of network-based approaches for coordination detection
★ 1find_hccs_vsw. Finding coordination networks using a variable sliding window
★ 1common-thread. Sockpuppet attribution methodology and reference implementation for litigants, journalists, and OSINT practitioners.
★ 1book-to-skill. Turn any technical book PDF into a Claude Code skill — ready to study, reference, and use while you work.
★ 13kcareer-ops. Open-source AI job search: scan job portals, evaluate listings with a structured A-F rubric into a 1.0-5.0 score, tailor your CV, track applications — runs locally in your AI coding CLI (Claude Code, Codex, OpenCode, Antigravity…)
★ 62kMy-Brain-Is-Full-Crew. Built by a PhD whose memory was failing, whose diet was a mess, and whose anxiety had its own agenda. Most second brain tools ignore the fact that your brain doesn't work in isolation: your body and your mental health are part of the system too. This crew handles all three: knowledge, nutrition, and mental wellness.
★ 3.3kArcReel. AI Agent 驱动的开源视频生成工作台 — 小说→角色/场景/道具设计→剧本→分镜图→视频,跨镜头角色与场景一致 | Open-source AI video workspace powered by AI Agents, Nano Banana 2 & Veo 3.1 / Grok / Seedance / OpenAI
★ 3.8ktools. A set of tools that gives agents powerful capabilities.
★ 1.1kdeep_narrative_analysis. Ontologies and Python code to create a semantic and ML infrastructure to enable deeper exploration and understanding of narratives
★ 28cascades. Python library which enables complex compositions of language models such as scratchpads, chain of thought, tool use, selection-inference, and more.
★ 223LLM-Text-to-SQL-Architectures. A collection of architectural patterns leveraging Large Language Models (LLMs) for efficient Text-to-SQL generation.
★ 259threat-research. Welcome to the Meta Threat Research Indicator Repository, a dedicated resource for the sharing of Indicators of Compromise (IOCs) and other threat indicators with the external research community
★ 181strwythura. Strwythura: construct an entity-resolved knowledge graph from structured data sources and unstructured content sources, implementing an ontology pipeline, plus context engineering for optimizing AI application outcomes within a specific domain. This produces a Streamlit app, with MLOps instrumentation.
★ 230informationtracer. Python client to interact with Information Tracer
★ 11MemeGuard. Python
★ 6DISCO. DISCO: Comprehensive and Explainable Disinformation Detection, CIKM 2022
★ 10advertisements-abuse-report. articule with domains related to ad providers and tutorials to recognize URLs with OSINT operations.
★ 4modtools. Modtools Image is a simple, multi-user image moderation platform for Trust & Safety professionals.
★ 9GraphRAG-Local-UI. GraphRAG using Local LLMs - Features robust API and multiple apps for Indexing/Prompt Tuning/Query/Chat/Visualizing/Etc. This is meant to be the ultimate GraphRAG/KG local LLM app.
★ 2.3kmaigret. 🕵️♂️ Collect a dossier on a person by username from 3000+ sites
★ 36kSynthetic-Persona-Chat. The Synthetic-Persona-Chat dataset is a synthetically generated persona-based dialogue dataset. It extends the original Persona-Chat dataset.
★ 118LlamaFactory. Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
★ 74kLLM-Ops-Cohort-1. Following emerging Large Language Model Operations (LLM Ops) best practices in the industry, you’ll learn all about the key technologies that enable Generative AI practitioners like you to leverage tools like LangChain, LLamaIndex, and more, to build complex LLM applications.
★ 296freshqa. Data and code for FreshLLMs (https://arxiv.org/abs/2310.03214)
★ 400factbook.json. World Factbook Country Profiles in JSON - Free Open Public Domain Data - No API Key Required ;-)
★ 1.1krag-demystified. An LLM-powered advanced RAG pipeline built from scratch
★ 858sql-mysteries. Inspired by @veltman's command-line mystery, use SQL to research clues and find out whodunit!
★ 2.2kpromptfoo. Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic.
★ 24ksfguide-prompt-engineering-and-llm-evaluation. PLpgSQL
★ 3promptimize. Promptimize is a prompt engineering evaluation and testing toolkit.
★ 496awesome-intelligence. A collaboratively curated list of awesome Open-Source Intelligence (OSINT) Resources
★ 2.4kprose-rhythm-detector. Python
★ 7howtousellms. This offers a Jupyter Notebook introduction on how to use Large Language Models for text analysis within the social sciences.
★ 80no-qanon. A blocklist for QAnon, conspiracy, fake news, nazi websites.
★ 136llmware. Unified framework for building enterprise RAG pipelines with small, specialized models
★ 15kAPI-s-for-OSINT. List of API's for gathering information about phone numbers, addresses, domains etc
★ 2.4ksudolang. SudoLang LLM Support for VSCode
★ 1.4kecoute. Ecoute is a live transcription tool that provides real-time transcripts for both the user's microphone input (You) and the user's speakers output (Speaker) in a textbox.
★ 6kawesome-claude-prompts. This repo includes Claude prompt curation to use Claude better.
★ 5.4kJetson-Symbolics-Neuromorphics. Integrating Symbolic Programming and Neuromorphic Modeling for Edge Labs with NVIDIA Jetson, DGX Spark, and GPU-based DNN/ML Systems
★ 16Neuro-Symbolic-AI. Neuro-Symbolic AI, published by Packt
★ 49Datasets-for-Hate-Speech-Detection. Datasets for Hate Speech Detection
★ 139articles_code. This repository contains code for articles in my blog bukov-net.livejournal.com
★ 3agents. An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents
★ 6kOTE-Templates. Community curated list of templates for the OSINT template engine.
★ 22OTE. OSINT Template Engine
★ 577obsidian-osint-templates. These templates are suggestions of how the Obsidian notetaking tool can be used during an OSINT investigation. The example data in those files should allow you to make some connections (see what I did there?) between how you record your data during an investigation and some of what the tool can offer FOR FREE!
★ 798CoderGPT. Code context-aware pre-prompt rules for using GPT-4 as a coding assistant effectively.
★ 60rashino-prompts.
★ 69Prompt-Engine. Prompt Engine is a powerful and flexible template designed to facilitate the creation and customization of interactive prompts.
★ 88Awesome-LLMOps. An awesome & curated list of best LLMOps tools for developers
★ 5.9kawesome-gpt-prompt-engineering. A curated list of awesome resources, tools, and other shiny things for LLM prompt engineering.
★ 1.6kChatDev. ChatDev 2.0: Dev All through LLM-powered Multi-Agent Collaboration
★ 34klangchain-serve. ⚡ Langchain apps in production using Jina & FastAPI
★ 1.6kexamor. For students, scholars, interviewees and lifelong learners. Let LLMs assist you in learning 🎓
★ 1.1kquivr. Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you want.
★ 39kaudioprocessingbot. C#
★ 1ECIR2023Demo. Jupyter Notebook
★ 3dotnet-podcasts. .NET reference application shown at .NET Conf featuring ASP.NET Core, Blazor, .NET MAUI, Microservices, Orleans, Playwright, and more!
★ 2.8kazure-genai-design-patterns. Python
★ 688spyglass. A personal search engine: Create a searchable library from your personal documents, interests, and more!
★ 2.7kprivate-gpt. Complete API layer for private AI applications on local models: RAG, skills, tools, MCP, text-to-sql, and more. Works with any OpenAI-compatible inference server.
★ 57kmem0. Universal memory layer for AI Agents
★ 62kintelligent-app-workshop. Immersive workshop showcasing the remarkable potential of integrating SoTA foundation models to enhance product experiences and streamline backend workflows. Leverages Microsoft's Copilot stack, Microsoft Agent Framework and Azure primitives to offer an engaging and comprehensive introduction to AI-infused app development and deployment
★ 205DevOpsGPT. Multi agent system for AI-driven software development. Combine LLM with DevOps tools to convert natural language requirements into working software. Supports any development language and extends the existing code.
★ 6knextpy. 🤖Self-Modifying Framework from the Future 🔮 World's First AMS
★ 2.3kllm-app. Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.
★ 59kml-design-docs. 📝 Design doc template & examples for machine learning systems (requirements, methodology, implementation, etc.)
★ 709agenta. The open-source workspace for building and running AI agents. Build agents through chat, share them with your team, and run background agents on schedules or app events.
★ 4.4kapolloapi. Repository tracking all Apollo repositories as submodules. Mirror of code maintained at github.com/apolloapi. Topics Resources
★ 4sitm. Self-Improving Task Manager
★ 7ai. The AI Toolkit for TypeScript. From the creators of Next.js, the AI SDK is a free open-source library for building AI-powered applications and agents
★ 26kBlockAGI. Your Self-Hosted, Hackable Research Agent Inspired by AutoGPT
★ 321langchain-production-starter. Deploy LangChain Agents and connect them to Telegram
★ 477skyagi. SkyAGI: Emerging human-behavior simulation capability in LLM
★ 778llm-strategy. Directly Connecting Python to LLMs via Strongly-Typed Functions, Dataclasses, Interfaces & Generic Types
★ 400LangChainJSDotNet. ⚡ A thin .NET wrapper around the official LangChain.js library⚡
★ 34llm-api-starterkit. Beginner-friendly repository for launching your first LLM API with Python, LangChain and FastAPI, using local models or the OpenAI API.
★ 107llm_osint. LLM OSINT is a proof-of-concept method of using LLMs to gather information from the internet and then perform a task with this information.
★ 314twitter. Python
★ 14lora-hackathon. What-API + Frontend
★ 1OSINT-LoRA-Scraper. HTML
★ 1gpt-prompt-engineer. Jupyter Notebook
★ 9.7kMetaGPT. 🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
★ 70kOpenPipe. Turn expensive prompts into cheap fine-tuned models
★ 2.8kGPT-HTN-Planner. A Hierarchical Task Network planner utilizing LLMs like OpenAI's GPT-4 to create complex plans from natural language that can be converted into an executable form.
★ 103PDSim. PDSim: Planning Domain Simulation
★ 28LLMs-Planning. An extensible benchmark for evaluating large language models on planning
★ 470IPB. Intelligence Preparation of Battlefield or IPB as it is more commonly known is a Command and staff tool that allows systematic, continuous analysis of the enemy and the battlefield environment to be carried out and which presents the results in a graphical form
★ 8Artificial-Intelligence-Codes. Collection of Artificial Intelligence Algorithms implemented on various problems
★ 42AIML-Human-Attributes-Detection-with-Facial-Feature-Extraction. This is a Human Attributes Detection program with facial features extraction. It detects facial coordinates using FaceNet model and uses MXNet facial attribute extraction model for extracting 40 types of facial attributes. This solution also detects Emotion, Age and Gender along with facial attributes.
★ 131ai-seed. 1000+ ready code templates to kickstart your next AI experiment
★ 116FCMpy. Fuzzy Cognitive Maps for Behavior Change Interventions and Evaluation
★ 48coordination-analysis. Python
★ 5media_bias_fact_check_data_collection. Functions for collecting data such as media bias and factual ratings from Media Bias Fact Check website.
★ 10Construct-API. API for creating new models and outputs for Construct
★ 6OSNThreatGroups. Threat Network Detection in Online Social Networks
★ 12Twitter-Event-Detection. This is an analysis of different machine learning and deep learning techniques used in event detection from tweets. It is a comparison based study of different techniques such as Convolutional Neural Network, LSTM, Perceptron, Stochastic Gradient Descent, Logistic Regression, Bernoulli Naive Bayes, Gaussian Naive Bayes etc.
★ 11people2vec.
★ 4people2vec. Jupyter Notebook
★ 17NaLLM. Repository for the NaLLM project
★ 1.4kfactool. FacTool: Factuality Detection in Generative AI
★ 936openai-dotnet-samples. Azure OpenAI .NET Samples
★ 242LangGPT. LangGPT: Empowering everyone to become a prompt expert! 🚀 📌 结构化提示词(Structured Prompt)提出者 📌 元提示词(Meta-Prompt)发起者 📌 最流行的提示词落地范式 | Language of GPT The pioneering framework for structured & meta-prompt design 10,000+ ⭐ | Battle-tested by thousands of users worldwide Created by 云中江树
★ 12kPromptAppGPT. A rapid prompt app development framework based on GPT
★ 543LLMAgent. Jupyter Notebook
★ 31dedupe-examples. :id: Examples for using the dedupe library
★ 417AutoGPT. AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
★ 186kgorilla. Gorilla: Training and Evaluating LLMs for Function Calls (Tool Calls)
★ 13klmql. A language for constraint-guided and efficient LLM programming.
★ 4.2kdeveloper. the first library to let you embed a developer agent in your own app!
★ 12ksmol-ai-dotnet. C#
★ 45SuperAGI. <⚡️> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
★ 18ksharpagi. Sharp AGI - Dotnet
★ 13xai-gpt-agent-toolkit. Xircuits toolkit for creating and experimenting with BabyAGI/AutoGPT-style agents
★ 291Vidura. A beautiful and elegant chat GPT prompt management system
★ 108pezzo. 🕹️ Open-source, developer-first LLMOps platform designed to streamline prompt design, version management, instant delivery, collaboration, troubleshooting, observability and more.
★ 3.3kLLM-Prompt-Library. A playground of highly experimental prompts, Jinja2 templates & scripts for machine intelligence models from OpenAI, Anthropic, DeepSeek, Meta, Mistral, Google, xAI & others. Author: Alex Bilzerian (2022-present).
★ 1.6kPromptify. Prompt Engineering | Prompt Versioning | Use GPT or other prompt based models to get structured output. Join our discord for Prompt-Engineering, LLMs and other latest research
★ 4.6kChatbook. Wolfram Notebooks + LLMs
★ 115WolframClientForPython. Call Wolfram Language functions from Python
★ 485Mathematica_Tutorial. This repo contains the Mathematica Tutorial that we have peer leaders (undergraduate students who took the course the previous semester) present during the first three weeks to the students as an introduction to programming in Mathematica and examples of tools commonly used within Wolfram demonstrations.
★ 5ComputationalTopology. Applied Topology, Computational Topology, and Topological Data Analysis
★ 4computational-physics. A guide on fourier analysis, initial and boundary value problems, monte-carlo simulations, non-separable geometries, waves in inhomogeneous media, wkb analysis, and nonlinear systems
★ 4math_road. Guide to mathematical modeling using Mathematica and matlab
★ 4Bachelor-Thesis. This repository contains my bachelor Thesis on quantum computing programming languages
★ 6fcm-evolve. Python code for modeling fuzzy cognitive maps (FCMs). Representation/evolution/visualization
★ 5wikiduper. Utility for finding similar sentences on wikipedia
★ 8MVue. Tools for creating Wolfram Cloud Objects with Vue.js based interfaces.
★ 8DataPrivacyComplianceAPI. An API that encodes data privacy and protection laws from around the world and returns risk and compliance assessments
★ 11TgBot. Package to implement bots in Mathematica using the Telegram API.
★ 11Digital-Research-Methods. Files to accompany Digital Research Methods with Mathematica
★ 15HowToBeADataScientistImpostor-book. Chapters, code, and organizational materials for the book "How to be a data scientist impostor?"
★ 18SoftwareDesignMethodsWithWL-book. Chapters, code, and organizational materials for the book "Software Design Methods with Wolfram Language".
★ 8Mathematica-Link. allows Mathematica to control NetLogo (and not vice versa)
★ 16DevTools. DevTools and styles for mathematica developers
★ 32andes. Andes is an intelligent homework helper for physics.
★ 27QuantumBinding. A Library for generating C# bindings from C/C++ sources using custom Clang.Net wrapper over Clang C
★ 1api-blueprint-cheatsheet. API Blueprint Cheatsheet
★ 16opf. The official home of the Open Propaganda Project! This project will host tools and data around social media propaganda.
★ 3emfdscore. Fast, flexible extraction of moral information from textual input data.
★ 120emfd. The Extended Moral Foundations Dictionary (E-MFD)
★ 46icore. This project introduces the interface for Communication Research (iCoRe) to access, explore, and analyze the Global Database of Events, Language and Tone (GDELT; Leetaru & Schrodt, 2013). GDELT provides a vast, open source, and constantly updated repository of online news and event metadata collected from tens of thousands of news outlets around the world. Despite GDELT’s promise for advancing communication science, its massive scale and complex data structures have hindered efforts of communication scholars aiming to access and analyze GDELT. We thus developed iCoRe, an easy-to-use web interface that (a) provides fast access to the data available in GDELT (b) shapes and processes GDELT for theory-driven applications within communication research and (c) enables replicability through transparent query and analysis protocols.
★ 11saf_gdelt. GDELT resource library for the Social Analytics Framework
★ 1newsum. Daily TV News Summary using GPT
★ 23GDELT-Risk-Monitoring-System-4-Portugal. Streamlit application for exploring geopolitical events in Portugal.
★ 9gdelt-doc-api. A Python client for the GDELT 2.0 Doc API
★ 225TaskMatrix. Python
★ 34kawesome-chatgpt-plugins. A curated and categeorized list of all of the ChatGPT plugins available within ChatGPT plus, includes detailed descriptions and usage docs, as well as unofficial sources of plugins
★ 168gpt-researcher. An autonomous agent that conducts deep research on any data using any LLM providers
★ 29kstarting-kit. Starting kit for the NeurIPS 2023 unlearning challenge
★ 374guidance. A guidance language for controlling large language models.
★ 22kLogsensor. A Powerful Sensor Tool to discover login panels, and POST Form SQLi Scanning
★ 524velox. A composable and fully extensible C++ execution engine library for data management systems.
★ 4.2kflp. The Free Life Planner Reference Manual
★ 11toastystats. Scripts for scraping Archive of Our Own (AO3), Tumblr, Fanfiction.net (FFN), and Wattpad to gather fandom data.
★ 71reddit-detective. Play detective on Reddit: Discover political disinformation campaigns, secret influencers and more
★ 224reddit_tseries_data_scraper. Project to analyse dynamics of Reddit posts for evidence of influence operations
★ 1Meme_Explorer. This MemeShare App used to share, save, and explore memes from Reddit.
★ 5memetic-warfare. A collection of "Memetic Warfare" articles, social media posts, datasets, code implementations, and case studies
★ 1TwitterSearch2Gephi. This windows CLI app lets you collect data from twitter via REST API and convert it into a CSV data set that can be used with Gephi. Other social networks (Reddit, Youtube, WWW) are also supported.
★ 24Agoraphon. A Flask application for analyzing activity on an online discussion forum, using scraping, indexing, analytics, relational graph and NLP.
★ 11political-ads-scraper. Allow exploration and conservation of political ads archives
★ 11harmful-memes-detection-resources. Resources (conference/journal publications, references to dataset) for harmful memes detection.
★ 52DormantTwitterAccountsDetector. [HACKATHON] Detect "dormant" bots on Twitter
★ 5twitter-info-ops-pt1. R code and markdown documents used to create a data analytics project examining three information operations removed from Twitter in 2021.
★ 1twitter-info-ops-pt2. R code, markdown document, and Gephi files used to create a social network analysis project examining three information operations removed from Twitter in 2021.
★ 2disinfo.quaidorsay.fr. This collaborative resource aims at empowering all actors countering information manipulation to grow and improve.
★ 16iVerify-Apps. iVerify Apps: Apps that support the AI-powered iVerify platform to combat misinformation and hate speech
★ 32Euvsdisinfo-dataset. EUvsDisinfo dataset: analyzing Russian disinformation
★ 4