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Hitomi Yanaka

AwardACL 2026×5ICLR 2026可解释性评测与基准社会与人本对齐与偏好多模态
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0 一作 · 6 篇 · ACL 2026 / ICLR 2026

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2026 顶会论文

6
作者位次 #4/4ICLR 2026Poster· Social Aspects / Accountability, Transparency and Interpretability

Neuron-Level Analysis of Cultural Understanding in Large Language Models

Taisei Yamamoto · Ryoma Kumon · Danushka Bollegala · Hitomi Yanaka

可解释性社会与人本OpenReview
作者位次 #2/2ACL 2026Poster· Natural Language Processing

Fine-Grained Analysis of Shared Syntactic Mechanisms in Language Models

Ryoma Kumon · Hitomi Yanaka

摘要

While language models demonstrate sophisticated syntactic capabilities, the extent to which their internal mechanisms align with cross-constructional principles studied in linguistics remains poorly understood. This study investigates whether models employ shared neural mechanisms across differen...

可解释性对齐与偏好评测与基准OpenReview 项目页
作者位次 #4/4ACL 2026Workshop· Natural Language Processing

Analysis of the Neglect-Zero Effect in Large Language Models

Jin Tanaka · Daiki Matsuoka · Ryoma Kumon · Hitomi Yanaka

摘要

We investigate the extent to which the language processing of LLMs resembles human cognitive processes, focusing on a human cognitive bias called the neglect-zero effect . This effect refers to the human tendency to ignore zero-models , which are configurations that render a proposition vacuously...

社会与人本效率与系统代码OpenReview 项目页
作者位次 #4/4ACL 2026WorkshopBest SRW Paper· Natural Language Processing

Evaluation of Multilingual Ability to Use Spatial Deictic Expressions in Vision-Language Models

Kaito Watanabe · Taisei Yamamoto · Tomoki Doi · Hitomi Yanaka

摘要

One of the expected abilities of vision-language models (VLMs) is spatial reasoning ability based on a given text and image.To evaluate the spatial reasoning abilities of VLMs, we focus on the use of spatial deictic expressions, which are defined as spatial expressions whose referent is determine...

多模态评测与基准推理OpenReview 项目页
作者位次 #7/9ACL 2026Findings· Findings of ACL

Code-Switching Information Retrieval: Benchmarks, Analysis, and the Limits of Current Retrievers

Qingcheng Zeng · Yuheng Lu · Zeqi Zhou · Heli Qi · Puxuan Yu · Fuheng Zhao · Hitomi Yanaka · Weihao Xuan · Naoto Yokoya

摘要

Code-switching is a pervasive linguistic phenomenon in global communication, yet modern information retrieval systems remain predominantly designed for, and evaluated within, monolingual contexts. To bridge this critical disconnect, we present a holistic study dedicated to code-switching IR. We i...

评测与基准多语言与语言学数据与预训练OpenReview 项目页
作者位次 #2/2ACL 2026Findings· Findings of ACL

What Do Vision–Language Models Encode for Personalized Image Aesthetics Assessment?

Koki Ryu · Hitomi Yanaka

摘要

Personalized image aesthetics assessment (PIAA) is an important research problem with practical real-world applications. While methods based on vision-language models (VLMs) are promising candidates for PIAA, it remains unclear whether they internally encode rich, multi-level aesthetic attributes...

多模态对齐与偏好可解释性OpenReview 项目页

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