New techniques have improved LLM capabilities with significant score improvements on the GSM 8K benchmark and MT bench. These techniques allow for more efficient use of computing resources and can provide a solid amount of capability for data-constrained scenarios. The approach of squeezing more juice out of the lemon, reminiscent of self-play philosophy, is gaining traction in improving LLM capabilities.

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