mistral.ai 상위 10개 경쟁사

huggingface.co

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

ollama.com

DeepSeek-V4-Pro is a frontier Mixture-of-Experts model with a large context window and three reasoning modes.

openai.com

We believe our research will eventually lead to artificial general intelligence, a system that can solve human-level problems. Building safe and beneficial AGI is our mission.

anthropic.com

Data on how software developers are using Claude

perplexity.ai

Perplexity is a free AI-powered answer engine that provides accurate, trusted, and real-time answers to any question.

claude.com

Wenn Sie KI-Supportmitarbeiter mit einer menschlicheren Note zur Verfügung stellen, können Sie Ihr Kundenerlebnis transformieren.

arxiv.org

We perform a behavioral experiment of karma, a class of mechanisms for repeated resource allocation with attractive fairness and efficiency properties, in theory. Individuals in these mechanisms bid non-tradable credits that flow from resource consumers to yielders, like karma. Human subjects recruited on Amazon MTurk are repeatedly and randomly paired to bid karma according to time-varying and stochastic individual preferences or urgency to acquire resources. Treatments varied in the dynamic urgency process (frequent moderate urgency versus sporadic high urgency) and the richness of the bidding scheme (binary versus full range). Results are benchmarked against random allocation, and karma achieves a (almost) Pareto improvement over random, despite the MTurk subjects deviating significantly from the theoretically optimal Nash bidding policy. Maximum improvement is attained by subjects that deviate from Nash by up to one karma bid unit on average, and positive improvement is attained with average deviations of up to 3-4 bid units. These findings hold across all treatments, among which no significant differences are found, with the exception of the sporadic high urgency process with binary bidding treatment being (weakly) favorable over others. These results offer behaviorally robust lower bounds for the expected performance of karma in human populations. They also provide guidance for future testing and implementation of karma mechanisms in the real world.

toloka.ai

Toloka combines cutting-edge technologies with the power of the crowd to deliver high-performing data in record time. Exceptional speed, quality and scalability.

outlier.ai

What is Outlier? A platform for building AI with expert human input. Discover Outlier AI, join a community for freelancers, and shape the next generation of AI.

dataannotation.tech

Answers to common questions about applying, pay rates, project types, qualifications, and what it's like to work with DataAnnotation.