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Seung-won Hwang

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#artificial intelligence Preprint Sep 2026

ANI: Adaptive Numerical Injection for Unifying Semantic and Arithmetic Representations in Numerical Reasoning

Precise numerical reasoning with Large Language Models (LLMs) is essential for expanding their applicability to complex real-world tasks. However, text-based tokenization often fragments numbers, significantly hindering precise arithmetic reasoning. Meanwhile, numerical embeddings, despite arithmetic precision, rely on...

Jinsung Jeon, Seung-won Hwang · 0 citations

Preprint Aug 2026

TaskPress: Query-Agnostic KV Cache Compression via Task-Guided Pruning

TaskPress is introduced, a framework for task-guided, query-agnostic KV cache eviction, instead of optimizing the cache for a single query, which constructs a reusable memory representation conditioned on a high-level task guide.

Wonpyo Park, Seung-won Hwang · 0 citations