Uncertainty-Aware Deferral for LLM Agents: When to Escalate from Small to Large Models
ReDAct defers from a small model to a large one only when perplexity signals uncertainty, cutting cost 64% at matching accuracy for agent workflows.
#decision-making
Decision-making
Data-driven decision making with financial insights
InvestorBench: Qwen2.5-72B tops stocks at 46.15% CR
InvestorBench: Qwen2.5-72B leads stock trading at 46.15% CR; finance-tuned Palmyra-Fin backfires on equities—size beats domain fine-tuning.
LATS: Language Agent Tree Search — Reasoning, Acting, and Planning in One Framework
LATS unifies ReAct, Tree of Thoughts, and Reflexion in one MCTS framework, hitting 92.7% pass@1 on HumanEval with GPT-4.
Tree of Thoughts: Deliberate Problem Solving with LLM Search
Tree of Thoughts hits 74% on Game of 24 where GPT-4 chain-of-thought gets 4%, by searching and backtracking over steps, a pattern finance agents can borrow.