PHMForge benchmark shows LLM agents achieve 80.8% pass@1 on prognostic tasks with native MCP tools but performance collapses from 100% to 20% when using text RAG instead.
What factors are con- tributing to premature bearing failures under high-load conditions in the HUST dataset?
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.AI 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
PHMForge: Evaluating LLM Agents on Industrial Prognostics through MCP-Native, Algorithm-Grounded Tools
PHMForge benchmark shows LLM agents achieve 80.8% pass@1 on prognostic tasks with native MCP tools but performance collapses from 100% to 20% when using text RAG instead.