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more models more better. one expensive model is losing to three cheap ones, and there's a paper on it

Reddit r/artificial · 2026-06-26

A mixture-of-agents paper (arxiv 2406.04692) shows that a committee of cheap open models can outperform GPT-4o on AlpacaEval 2.0 by leveraging decorrelated errors, and the author shares similar real-world findings where multiple cheap models catch more bugs than a single expensive model.

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#committee

@mercor_ai: Agents are only as good as the environments behind them. At Mercor, we've built deep expertise in the realistic, econom…

X AI KOLs Following · 2026-06-11 Cached

Mercor announces joining the OpenEnv committee alongside Meta, PyTorch, NVIDIA, PrimeIntellect, and Hugging Face to guide the open foundation for agentic environments.

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