paper-with-me

홈 › Papers

When AI Writes, Whose Voice Remains? Quantifying Cultural Marker Erasure Across World English Varieties in Large Language Models

2026-02-25 · Satyam Kumar Navneet, Joydeep Chandra, Yong Zhang arxiv

Large Language Models (LLMs) are increasingly used to ``professionalize'' workplace communication, often at the cost of linguistic identity. We introduce "Cultural Ghosting", the systematic erasure of linguistic markers unique to non-native English varieties during text processing. Through analysis of 22,350 LLM outputs generated from 1,490 culturally marked texts (Indian, Singaporean,& Nigerian English) processed by five models under three prompt conditions, we quantify this phenomenon using two novel metrics: Identity Erasure Rate (IER) & Semantic Preservation Score (SPS). Across all prompts, we find an overall IER of 10.26%, with model-level variation from 3.5% to 20.5% (5.9x range). Crucially, we identify a Semantic Preservation Paradox: models maintain high semantic similarity (mean SPS = 0.748) while systematically erasing cultural markers. Pragmatic markers (politeness conventions) are 1.9x more vulnerable than lexical markers (71.5% vs. 37.1% erasure). Our experiments demonstrate that explicit cultural-preservation prompts reduce erasure by 29% without sacrificing semantic quality.

📄 PDF Abstract BibTeX arXiv:2602.22145

Code (0)

등록된 구현이 없습니다.

Tasks

Semantic Similarity

Similar Papers 제목 키워드 기반

Can a Language Model Learn Facts Continually in Its Weights?

2026-07-13 · Charles O'Neill arxiv

Continual learning promises a language model that keeps acquiring knowledge after training, with each new fact written into its weights. Whether weight writes can support accumulation remains undecided. We follow invente…

Continual Learning

Real-Time Voice AI Hears but Does Not Listen

2026-06-24 · Martijn Bartelds, Federico Bianchi, James Zou arxiv

Speech conveys information through both words and vocal delivery. We evaluate four leading production realtime voice systems-OpenAI's GPT Realtime 2, Google's Gemini 3.1 Flash Live, and Alibaba's Qwen3.5 Omni Plus and Om…

Emotional Intelligence

Procedura: Agentic 3D Modeling with Procedural Control

2026-08-26 · Youtian Lin, Yikang Yang, Zhanpeng Hu, Mengqi Zhou 외 hf

Native 3D generators now recover impressive mesh geometry from a single image. However, a dense mesh stays soft where a machined object should be sharp, it carries no part decomposition, and it exposes no parameter a use…

Enhancing Conversational Search: Large Language Model-Aided Informative Query Rewriting

2023-10-15 · Fanghua Ye, Meng Fang, Shenghui Li, Emine Yilmaz

Query rewriting plays a vital role in enhancing conversational search by transforming context-dependent user queries into standalone forms. Existing approaches primarily leverage human-rewritten queries as labels to trai…

Conversational SearchLanguage ModelingLanguage ModellingLarge Language Model+1

Resource-constrained stereo singing voice cancellation

2024-01-22 · Clara Borrelli, James Rae, Dogac Basaran, Matt Mcvicar 외

We study the problem of stereo singing voice cancellation, a subtask of music source separation, whose goal is to estimate an instrumental background from a stereo mix. We explore how to achieve performance similar to la…

Music Source SeparationSpeech Separation