One of the hottest foundational topics. Learn the core idea, its types, scaling laws, real-world cases and useful resources to dive deeper...
Real Deep Research (RDR) – an AI-powered framework built to help actually keep up with modern science. RDR bridges the gap between expert-written surveys and automated literature mining, featuring: - A scalable pipeline: analyzes any research area - Trend analysis: spots what’s rising, what’s fadi...
A must-read survey: LLM-empowered knowledge graph construction Connects traditional KG methods with modern LLM-driven techniques, covering: - KG foundations: ontology, extraction, fusion - LLM-enhanced ontology: top-down & bottom-up - LLM-driven extraction: schema-based & schema-free - LLM-powered...
Good answers follow good reasoning VeriFree is a new method that keeps the benefits of reinforcement learning (RL) but gets rid of a verifier model and rule-based checking. It trains the model to get closer to a known good answer, called a reference answer. Benefits: • It's faster and simpler • ...
.@GoogleDeepMind presented AlphaEvolve, a coding agent for math, computing and general-purpose algorithm discovery. It's powered by: - Ensemble of top Gemini models to enhance creativity and - Automated evaluators to verify solutions. AlphaEvolve is an evolutionary system - its elements work in a...
Absolute Zero is a new paradigm from @Tsinghua_Uni that encourages models to learn without human-labeled data. It's a self-play process, where the model is both a proposer and a solver. - A model creates its own tasks to learn from. - It solves these tasks on its own, using feedback from an enviro...
