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arXiv preprint arXiv:2512.09487 , year=

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

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background 2

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cs.AI 1 cs.IR 1

years

2026 2

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UNVERDICTED 2

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background 1

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background 1

representative citing papers

LLM-Oriented Information Retrieval: A Denoising-First Perspective

cs.IR · 2026-05-01 · unverdicted · novelty 4.0 · 2 refs

Argues for a denoising-first paradigm in LLM-oriented information retrieval, framing challenges via a four-stage progression and providing a taxonomy of signal-to-noise optimization techniques across the pipeline.

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Showing 2 of 2 citing papers.

  • HAGE: Harnessing Agentic Memory via RL-Driven Weighted Graph Evolution cs.AI · 2026-05-11 · unverdicted · none · ref 81

    HAGE proposes a trainable weighted graph memory framework with LLM intent classification, dynamic edge modulation, and RL optimization that improves long-horizon reasoning accuracy in agentic LLMs over static baselines.

  • LLM-Oriented Information Retrieval: A Denoising-First Perspective cs.IR · 2026-05-01 · unverdicted · none · ref 55 · 2 links

    Argues for a denoising-first paradigm in LLM-oriented information retrieval, framing challenges via a four-stage progression and providing a taxonomy of signal-to-noise optimization techniques across the pipeline.