/u/StartledWatermelon's posts in /r/mlscaling

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Large Language Monkeys: Scaling Inference Compute with Repeated Sampling, Brown et al. 2024 [Given sufficient number of attempts, smaller models can reach parity with larger models in solving tasks. Pareto frontier for compute cost varies from task to task]

25 upvotes

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Human-like Episodic Memory for Infinite Context LLMs, Fountas et al. 2024

18 upvotes

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RL on Incorrect Synthetic Data Scales the Efficiency of LLM Math Reasoning by Eight-Fold, Setlur et al. 2024

17 upvotes

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Title	Upvotes	Mark as read	Favorited	Rating	Add to a list
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling, Brown et al. 2024 [Given sufficient number of attempts, smaller models can reach parity with larger models in solving tasks. Pareto frontier for compute cost varies from task to task]	25
Human-like Episodic Memory for Infinite Context LLMs, Fountas et al. 2024	18
RL on Incorrect Synthetic Data Scales the Efficiency of LLM Math Reasoning by Eight-Fold, Setlur et al. 2024	17