LS

Liang Twist Shan

cs.AIcs.LGstat.APcs.CLstat.MLstat.OT

On Valency

published · living versions

W_h79zepv7·v1 · currentpublished

Beyond Scalar Leaderboards: Adaptive Sampling for Pareto Frontier Identification in Multi-Objective LLM Arenas

with Jiahao Ai, Zhimei Ren

1 version

Preprints & journals

2 papers in the corpus · 2026

Beyond Scalar Leaderboards: Adaptive Sampling for Pareto Frontier Identification in Multi-Objective LLM Arenas2610.27447v1 · Liang Twist Shan, Jiahao Ai, Zhimei Ren2026 · 0 citationsarXivon Valency

Targeted Retrieval, Compact Representations: How CoT Reasoning Improves Long-Context Counting2609.38958v1 · Liang Twist Shan, Tianyu Hu, Hao Yan et al.2026 · 0 citationsarXiv

Career total: 2 works. 2 are in this corpus.

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