Workshop Track

• MetaSICL: Adapting Audiroty LLM via Meta Speech In-Context Learning
  Haolong Zheng, Siyin Wang, Zengrui Jin, Mark A. Hasegawa-Johnson

• Parameter Alignment Mitigates Catastrophic Forgetting in Multilingual Expert Language Models
  Sanchit Ahuja, Terra Blevins

• Empathy or Authenticity? Cross-Cultural Trade-offs in Persona-Designed LLM Support
  Hanwen Cao, Arianna Liu, Shangyunqing Liu, Ziying Shen

• NormViz: A Benchmark and Framework for Grounding Multimodal Reasoning in Global Cultures
  Akhila Yerukola, Fabrice Y Harel-Canada, Simran Khanuja, Abhinav Sukumar Rao, Ashima Suvarna, Nanyun Peng, Saadia Gabriel, Maarten Sap

• Investigating Social Bias in Narrative Image Generation
  Junyeong Park, Sowon Min, Euna Jang, Soobin Kim, Jiho Jin, Hyunseung Lim, Gahyeon Bae, Hwajung Hong

• Multilingual Reasoning Cascades Need More Context
  Dengjia Zhang, Arnav Mazumder, Shuyue Stella Li, Yulia Tsvetkov, Niyati Bafna

• Moral Safety in LLMs: Exposing Performative Compliance with Puzzled Cues
  Mohammadamin Shafiei, Shuyue Stella Li, Yulia Tsvetkov

• The Alignment Veto: How Safety Training Suppresses Cultural Knowledge in LLMs
  Pardis Sadat Zahraei, Gokhan Tur, Dilek Hakkani-Tür, Ehsaneddin Asgari

• Structured Process Trajectories for Korean Text Deobfuscation and Toxicity Detection
  Yechan Hwang, Eojin Joo, Chae-Gyun Lim, Geunhwa Jeong, Jinho Kim, Ho-Jin Choi

• Clash of Languages: Understanding Political Stance in LLMs Across Languages
  Alfonso Amayuelas, Efstathios Siatras, Nikolas Belle, Dakota Barnes, Antonina Sinelnik, Ashay Srivastava, Drishti Sharma, Avneet Kaur, William Yang Wang

• GlobeBench: Source-Grounded Evaluation of Local Geographic Assistance
  Shreyas Krishnan, Arul Murugan, Abhishek Nagaraj

• JuICE: A Benchmark for Evaluating LLM-Judge in Identifying Cultural Errors
  Jiho Jin, Junho Myung, Juhyun Oh, Junyeong Park, Rifki Afina Putri, Sunipa Dev, Vinodkumar Prabhakaran, Alice Oh

• Terminal-Bench-LILT: An Agentic Coding Benchmark Grounded in Language, Region, and Culture
  Yunsu Kim, Kaden Uhlig, Ashwin Purohit, Milind Agarwal, Patrick Simianer, Anıl Arslan, Kiarash Mokhtari, Thomas Zenkel, Johannes Mosig, Gabriel Bretschner, Shamik Bose, Joern Wuebker, John DeNero

• Do Not Let English Judge the World: Protocol Sensitivity in Multilingual LLM-as-a-Judge Evaluation
  Jingxu Xie

• Can LLMs Recognize Sociocultural Context in Arabic Mental-Health Discourse? A Cross-Genre Evaluation of Questions and Social-Media Posts
  Amal Abdullah Alqahtani