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Teeradaj Racharak

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Open access 2026

When Time Becomes Sparse: Evaluating Temporal Reasoning Robustness in Large Language Models via Anchoring Density Control

Temporal reasoning is fundamental to information processing systems that organize and interpret event-centric knowledge. Existing evaluations, however, typically assess large language models (LLMs) in contexts densely grounded by explicit timestamps, where strong temporal anchors simplify chronological inference. We in...

Fei-Fei Sun, Zi-Yi Tong, Hou-Jing Wei et al. · 0 citations
Preprint Aug 2026

Oilbird: Training-Free Speculative Decoding with Keys the Verifier Already Computes

A second, semantic draft source is proposed: the same pool, re-keyed by the hidden state the verifier has already computed at each committed token, together with a merge that lets it ride inside an existing lexical drafter's tree.

Tao Jin, P. Nguyen, Zhenzhu Yan et al. · 0 citations

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