Datasets & Benchmarks for AI Agents - Patronus AI
Patronus AI specializes in creating high-quality datasets and benchmarks that are tailored specifically for AI agents. Our datasets capture complex real-world scenarios that generic data cannot replicate, providing depth and precision for AI research and development.
State-of-the-Art Benchmarks
Our benchmarks include the latest in AI evaluation, covering performance across language, reasoning, safety, and execution. We offer a multimodal benchmark featuring 573 "tip-of-the-tongue" queries across various formats such as text, sketches, audio, and languages, showcasing the significant disparity between top-performing agents (0.54–0.56) and human performance (98%).
Additionally, we provide over 10,000 expert-annotated Q&A pairs grounded in real SEC filings to test financial reasoning in real-world contexts.
![Literature Review] FinTagging: An LLM-ready Benchmark for ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/fintagging-an-llm-ready-benchmark-for-extracting-and-structuring-financial-information-1.png)
Our benchmarks also address critical issues such as detecting copyright violations in AI-generated content, with top models currently achieving only 20–30% accuracy.
Collaborative Industry and Academic Benchmarks
Our SOTA benchmarks are the result of collaborations between industry and academia, combining real-world expertise with cutting-edge research. We partner closely with your team to define agent tasks, domains, and evaluation criteria that are most relevant to your needs.
Every dataset and benchmark is meticulously designed, annotated, and validated by experts with a proven track record in agent evaluation and benchmark design.
Evaluator Capabilities
The team at Patronus has been at the forefront of evaluating Large Language Models (LLMs) since before the rise of the GenAI era. Our evaluators are state-of-the-art, demonstrating an improvement of over 18% in detecting hallucinations compared to other OpenAI LLM-based evaluators.
Whether for toxicity detection, Personally Identifiable Information (PII) leakage, or brand alignment, our evaluators cover a wide range of criteria. We offer real-time evaluation with fast API response times (as low as 100ms), making integration seamless with just a single line of code.
Security and Compliance
Ensuring data privacy and security is paramount to us. Our Cloud Hosted solution eliminates the need for server management, while our On-Premise offering caters to customers with strict privacy requirements. Your proprietary data is safe with us, as we guarantee that it will never be shared outside our organization.
Patronus is the only company to provide an SLA guarantee of 90% alignment between our evaluators and human evaluators. Our esteemed clientele includes OpenAI, HP, Pearson, and partners like AWS, Databricks, and MongoDB.
