Agentic benchmark research continued...
The GAIA benchmark includes tasks designed to evaluate AI systems across diverse real-world scenarios. Here are examples of tasks included:
Web Browsing and Information Retrieval:
Multi-Modal Reasoning:
Tool Usage:
Complex Reasoning and Planning:
File Handling Across Formats:
Manipulating and analyzing files in various formats (e.g., Excel sheets, PDFs) to extract relevant insights5.
These tasks are conceptually simple for humans but challenging for AI systems, highlighting gaps in reasoning, adaptability, and tool proficiency.
Citations:
- https://klu.ai/glossary/gaia-benchmark-eval
- https://arduin.io/blog/gaia-overview/
- https://workos.com/blog/gaia-benchmark-evaluating-intelligent-agents
- https://www.reddit.com/r/singularity/comments/181vthx/benchmark_for_general_ai_assistant_by_meta/
- https://h2o.ai/blog/2024/h2o-ai-tops-gaia-leaderboard/
- https://huggingface.co/papers/2311.12983
- https://huggingface.co/datasets/gaia-benchmark/GAIA
- https://openreview.net/forum?id=fibxvahvs3
Answer from Perplexity