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T hink N ote: Enhancing Knowledge Integration and Utilization of Large Language Models via Constructivist Cognition Modeling

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cs.CL 1

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2026 1

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Self-Augmenting Retrieval for Diffusion Language Models

cs.CL · 2026-06-04 · unverdicted · novelty 7.0

SARDI uses lookahead tokens from low-confidence predictions in discrete diffusion language models to dynamically guide retrieval during denoising, outperforming training-free baselines on five multi-hop QA benchmarks at up to 8x higher throughput.

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  • Self-Augmenting Retrieval for Diffusion Language Models cs.CL · 2026-06-04 · unverdicted · none · ref 24

    SARDI uses lookahead tokens from low-confidence predictions in discrete diffusion language models to dynamically guide retrieval during denoising, outperforming training-free baselines on five multi-hop QA benchmarks at up to 8x higher throughput.