Research Sources & References
Comprehensive bibliography of research papers, technical reports, and institutional publications supporting the ASI Benchmark framework and analysis
🧠 Cognitive Core & Multi-Competence
GPT-4 Technical Report
Comprehensive technical documentation of GPT-4 capabilities and architecture
Sparks of Artificial General Intelligence: Early experiments with GPT-4
Analysis of GPT-4's emergent capabilities and AGI potential
Training Compute-Optimal Large Language Models
Scaling laws and optimal training strategies for large language models
Solving Quantitative Reasoning Problems with Language Models
Mathematical reasoning capabilities in large language models
Holistic Evaluation of Language Models
Comprehensive evaluation framework for language model capabilities
LLaVA: Large Language and Vision Assistant
Multimodal language and vision understanding
Whisper: Robust Speech Recognition via Large-Scale Weak Supervision
Advanced speech recognition and transcription capabilities
Think You Have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Challenging reasoning benchmark for AI systems
What Do ML Researchers Think About AI in 5, 10, 25 Years?
Expert predictions on AI development timelines
🤖 Agents & Functional Autonomy
Mastering the Game of Go with Deep Neural Networks and Tree Search
Breakthrough in game-playing AI achieving superhuman Go performance
Grandmaster Level in StarCraft II Using Multi-Agent Reinforcement Learning
Multi-agent coordination in complex real-time strategy games
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Model-based reinforcement learning across multiple game domains
OpenAI Five Final: Defeating the World Champions in Dota 2
Team-based AI coordination in complex multiplayer environments
Learning Dexterity
Robotic manipulation and dexterous control capabilities
Waymo Fully Driverless
Commercial deployment of autonomous vehicle technology
Tesla Bot and Full Self-Driving Beta
Autonomous systems and humanoid robotics development
👁️ Multimodal Sense & Environmental Perception
Learning Transferable Visual Models From Natural Language Supervision
Vision-language understanding and zero-shot image classification
Hierarchical Text-Conditional Image Generation with CLIP Latents
Advanced text-to-image generation capabilities
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding
High-quality image synthesis from natural language descriptions
Flamingo: A Visual Language Model for Few-Shot Learning
Few-shot learning in vision-language tasks
Recommendation on the Ethics of Artificial Intelligence
Global ethical framework for AI development and deployment
🎨 Creativity, Innovation & Discovery
Competition-Level Code Generation with AlphaCode
AI system achieving competitive programming performance
Highly accurate protein structure prediction with AlphaFold
Revolutionary breakthrough in protein structure prediction
AlphaDev discovers faster sorting algorithms
AI-discovered algorithms improving fundamental computer science
🧑🤝🧑 Social Interaction & Psychological Understanding
In Theory of Mind Tests, AI Beats Humans
AI performance on psychological understanding benchmarks
🔬 Abstract Reasoning, Metascience & Philosophy
Constitutional AI: Harmlessness from AI Feedback
Self-supervised approach to AI safety and alignment
⚙️ Self-Improvement & AI Infrastructure
Claude Models and Constitutional AI
Advanced language models with constitutional training
GPT-4 System Card: Model Capabilities and Safety Considerations
Comprehensive safety evaluation and risk assessment
Gemini Models
Multimodal AI models with advanced reasoning capabilities
LLaMA 2: Open Foundation Language Models
Open-source foundation models for research and development
🎯 Learning Efficiency & Generalization
Foundational Models Transparency Index
Transparency assessment framework for foundation models
🌍 Physical World & Complex Systems
When Will AGI/Singularity Happen? 8,590 Predictions Analyzed
Comprehensive analysis of AGI timeline predictions
🛡️ Alignment, Safety & Autonomous Governance
An Overview of Catastrophic AI Risks
Comprehensive taxonomy of existential risks from AI systems
How we think about safety and alignment
OpenAI's approach to AI safety and alignment research
AGI Safety and Alignment at Google DeepMind: A Summary of Recent Work
DeepMind's comprehensive approach to AI safety research
Report of the High-Level Advisory Body on Artificial Intelligence
United Nations framework for global AI governance
Introducing Gemini: Google's most capable AI model yet
Advanced multimodal AI with safety considerations
How to Cite This Benchmark
BibTeX Entry
Research Ethics Statement
All research cited in this benchmark adheres to established ethical guidelines for AI research. We acknowledge the contributions of the global AI research community and emphasize the importance of responsible AI development aligned with human values and safety considerations.