DIVE & synthetic evaluation tooling — step-level, diverse-task evals
Key Questions
What is Agentic-MME?
Agentic-MME evaluates what agentic capabilities bring to multimodal intelligence, boosting evals. It supports step-level, diverse-task assessments like MiroEval. This advances robustness in agentic systems.
What is SKILL0 in agentic reinforcement learning?
SKILL0 is an in-context agentic RL framework for skill internalization from zero-reward examples via Cog-DRIFT RLVR. ZJU-REAL provides official code. It enables OpenWorldLib world models and CORAL evals.
What is AMA-Bench?
AMA-Bench evaluates long-horizon memory for agentic applications. It benchmarks multimodal LLM agents alongside MiroEval and Page-Agent DOM tasks. These tools boost synthetic evaluation rigor.
What is Alibaba’s Page-Agent?
Page-Agent is an AI copilot living inside web apps, handling DOM interactions for evals. It integrates with benchmarks like GAIA v0.19 and AgentScope. This supports diverse-task robustness testing.
How does GraphRAG fit into agent evals?
GraphRAG agents use advanced retrieval architectures from the RAG Encyclopedia for evals. They enhance Agentic-MME multimodal boosts. Tools like Meta-Harness and Bedrock contribute to web-based evals.
What is MiroEval?
MiroEval benchmarks multimodal LLM agents, focusing on step-level evals. It pairs with AMA-Bench for long-horizon tasks. These drive DIVE synthetic tooling development.
What role do world models play in evals?
OpenWorldLib world models, Cog-DRIFT RLVR, and SKILL0 enable diverse-task evals. They support Agentic-MME and GAIA v0.19 benchmarks. Sakana and AgentScope provide frameworks for robustness.
What new evals boost agentic AI robustness?
Benchmarks like Agentic-MME, AMA-Bench, MiroEval, and GAIA v0.19 offer step-level, multimodal evals. Page-Agent DOM and GraphRAG agents add web tools. Meta-Harness/Bedrock/Sakana accelerate development.
Agentic-MME multimodal boosts; SKILL0 RL/Cog-DRIFT RLVR/OpenWorldLib world models/CORAL; AMA-Bench/MiroEval; Page-Agent DOM; Meta-Harness/Bedrock/Sakana/GAIA v0.19/AgentScope; GraphRAG agents; new evals/web tools boosting robustness.