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GraphRAG gets a speed boost: HELP achieves up to 28.8x faster retrieval while maintaining competitive accuracy on multi-hop question answering by intelligently mapping logical reasoning paths to relevant text.
Unlock SOTA performance in long-horizon search tasks with REDSearcher, a framework that slashes the cost of training by strategically synthesizing complex tasks and boosting core LLM capabilities *before* reinforcement learning.