Vector-only retrieval-augmented generation (RAG) breaks down on questions requiring multi-hop reasoning, aggregation, or traceable provenance, ...
AI agents fail at data and code tasks not because they can't write SQL, but because they lack semantic context — the meaning of the data itself.
In a multi-agent system, the output of one agent becomes the input or context of another. Even if each agent performs well ...
Sakana AI’s Multi-Layered Review catches 73% of core-claim errors in a new 1,164-error benchmark for LLM-assisted peer review ...
HNS, a framework that keeps multimodal knowledge graph completion accurate even when the textual descriptions of entities are ...