Uncertainty-Aware Answer Selection Boosts Multi-LLM Reasoning Performance
Calibrated log‑likelihood scoring boosts multi‑LLM answer selection, yielding around 4%‑5% accuracy gains on GSM8K, MMLU and ARC benchmarks without extra checks. Read more: getnews.me/uncertainty-aware-answer... #multillm #uncertaintyaware
AI Workflow Construction with Q-Learning Boosts Agent Performance
The new (P)rior(D)yna(F)low framework boosts multi‑LLM task accuracy by 4.05% and cuts workflow construction and inference costs to 30.68%–48.31% of competing methods. Read more: getnews.me/ai-workflow-construction... #priordynaflow #qlearning #multillm
LENS: Learning Ensemble Confidence from Neural States for Multi-LLM
Answer Integration
Jizhou Guo
Paper
Details
#MultiLLM #AnswerIntegration #NeuralStateLearning
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