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Language Models Learn Constructional Semantics, Not To Mention Syntax — Investigating LM Understanding of Paired-Focus Constructions

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Language Models Learn Constructional Semantics, Not To Mention Syntax — Investigating LM Understanding of Paired-Focus Constructions

·8 min read·Wesley Scivetti, Ethan Wilcox, Nathan Schneider et al.

This paper investigates how well language models (LMs), especially open-source and medium-sized ones, understand rare English Paired-Focus constructions like “let alone” and “much less,” which join…

researchlanguage-model-evaluationconstruction-grammarpaired-focus-constructionssemantic-probing

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Learning Global Motion with Compact Gaussians for Feed-Forward 4D Reconstruction

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Learning Global Motion with Compact Gaussians for Feed-Forward 4D Reconstruction

·9 min read·Mungyeom Kim, Minkyeong Jeon, Honggyu An et al.

This paper addresses the challenges in dynamic 4D scene reconstruction from monocular video, specifically critiquing existing feed-forward methods that predict per-pixel 3D Gaussians for each frame

researchdynamic-4d-reconstructionfeed-forward-3d-gaussian-splattingtemporal-coherencelearnable-query-tokens

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LLM Anonymization Against Agentic Re-Identification

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LLM Anonymization Against Agentic Re-Identification

·8 min read·Ziwen Li, Jianing Wen, Tianshi Li

The paper addresses the novel challenge of anonymizing long-form text such as interview transcripts against agentic large language model (LLM) re-identification attacks augmented with web search

researchllm-anonymizationagentic-llmre-identificationprivacy-utility-tradeoff

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Not All Roads Lead to Rome — How VPN Selection Alters What We Measure and Infer about Web Infrastructure

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Not All Roads Lead to Rome — How VPN Selection Alters What We Measure and Infer about Web Infrastructure

·7 min read·Sachin Kumar Singh, Robert Ricci, Alexander Gamero-Garrido

This paper addresses a critical assumption in web measurement studies that commercial VPN providers can be treated as interchangeable vantage points within the same source country

researchvpn-induced-biasweb-infrastructure-measurementdns-resolution-variabilitycdn-anycast-routing

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Reliable Multilingual Orthopedic Decision Support from Clinical Narratives — Language-Aware Adaptation and Verification-Guided Deferral

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Reliable Multilingual Orthopedic Decision Support from Clinical Narratives — Language-Aware Adaptation and Verification-Guided Deferral

·8 min read·Danish Ali, Li Xiaojian, Sundas Iqbal et al.

This paper addresses the challenge of building reliable multilingual orthopedic clinical decision support systems from free-text narratives in English, Hindi, and Punjabi

researchmultilingual-clinical-nlpdomain-adaptive-transformerslow-resource-healthcareclinical-decision-support

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