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FlowEdit: Associative Memory for Lifelong Pronunciation Adaptation in Flow-Match

BACKGROUND
1 SIGNALFIRST DETECTED 20 June 2026
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20 Jun
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22 Apr
Towards Scalable Lifelong Knowledge Editing with Selective Knowledge Suppression

arXiv:2604.19089v1 Announce Type: new Abstract: Large language models (LLMs) require frequent knowledge updates to reflect changing facts and mitigate hallucinations. To meet this

REPORT · WHAT · ArXiv CS.AIOPEN STORY
24 Jul
FlowEdit: Information-Theoretic Control of LLM Reasoning Flows for Ill-posed Problems Involving Conflicts

arXiv:2607.20500v1 Announce Type: new Abstract: Large Language Models (LLMs) perform strongly on well-specified reasoning tasks with a feasible answer. However, problems

REPORT · WHAT · ArXiv CS.AIOPEN STORY
22 May
FlowLM: Few-Step Language Modeling via Diffusion-to-Flow Adaptation

arXiv:2605.20199v1 Announce Type: cross Abstract: We present FlowLM, a flow matching language model transformed from pre-trained diffusion language models via efficient

REPORT · HOW · ArXiv CS.AIOPEN STORY
15 Aug
Dual-Flow Transformers: Decoupling the Primary Prefill Path from Additional Decode Computation

arXiv:2608.12385v1 Announce Type: new Abstract: As large language models serve more requests, cumulative inference cost is becoming increasingly important relative to one-time

REPORT · WHAT · ArXiv CS.AIOPEN STORY
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