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Exploiting sparsity for long context inference: Million token contexts on commodity gpus

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End-to-End Context Compression at Scale

cs.CL · 2026-06-08 · unverdicted · novelty 6.0

LCLMs are scaled 0.6B-encoder 4B-decoder compressors pre-trained on over 350B tokens that improve the Pareto frontier for general-task performance, compression speed, and peak memory in long-context language model inference.

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  • End-to-End Context Compression at Scale cs.CL · 2026-06-08 · unverdicted · none · ref 76

    LCLMs are scaled 0.6B-encoder 4B-decoder compressors pre-trained on over 350B tokens that improve the Pareto frontier for general-task performance, compression speed, and peak memory in long-context language model inference.