📄 Paper: Beyond the Final Layer: Intermediate Representations Improve Multilingual Calibration

by Ej Zhou, Caiqi Zhang, Tiancheng Hu, Chengzu Li, Nigel Collier, Ivan Vulić and Anna Korhonen

📄 Paper: Why We Build Local Large Language Models: An Observational Analysis from 35 Japanese and Multilingual LLMs

by Koshiro Saito, Sakae Mizuki, Masanari Ohi, Taishi Nakamura, Taihei Shiotani, Koki Maeda, Youmi Ma et. al.

📄 Paper: The Case of Spanish as a Pluricentric Language: Challenging the Monolingual Bias in NLP to Improve Cultural Adequacy of LLMs

by María Grandury and Diana Galvan-Sosa

📚 Conference Track

Already accepted to COLM 2025?
If your paper aligns with MELT's themes of linguistic & cultural inclusion, we’d love to feature it!

📅 Deadline: July 14, 2025

We’re excited to see your work! 🌐✨

📝 Workshop Track

We welcome novel & unpublished work:
• Extended abstracts (≤2 pages)
• Short papers (≤4 pages)
• Long papers (≤8 pages)

📌 Non-archival
📅 Deadline: June 23, 2025
🔗 Submit: openreview.net/group?id=col...