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data bias 1generation diversity 1large language models 1mode collapse 1prompt engineering 1

From the 1 of 5 linked papers with an AI index.

most citedVerbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity

2 citations · 2 across the 4 of their papers we have counts for

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cs.AI2026

Shepherd: Enabling Programmable Meta-Agents via Reversible Agentic Execution Traces

Simon Yu, Derek Chong, Ananjan Nandi +4

As LLM agent systems take on more complex tasks, they increasingly rely on meta-agents: higher-order agents that create, operate on and manage other agents. Meta-agent operations s…