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Context Language Models manage context as an editable file

huggingface.co by Rulin Shao et al. Editor score 8/10

CLMs let models update a context file directly, reporting 11.4% higher accuracy with 21.5% fewer FLOPs on BrowseComp-Plus and gains on long-horizon benchmarks. The results make model-managed context a practical alternative to external harness strategies worth evaluating.

What

Context Language Models (CLMs) treat context as a file that the model can update without restriction.

Method

CLMs learn what to retain and outperform existing context-management strategies on several tasks, with higher scores and fewer FLOPs.

Why it matters

Moving context management into model behavior supports in-context and parametric learning of context-management strategies.

Read on huggingface.co → Code · 1 stars

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