Overview of CCL25-Eval Task 7: Chinese Literary Language Understanding Evaluation (ZhengMing)

Overview of the CLEF 2026 JOKER Task 2: Pun Translation from English to French

Implementation of Natural Language Processing for Text Summarization in a Thesis Using The Textrank and Lexrank Algorithms

Mercu Buana University is one of the higher education institutions in Indonesia, where, during their studies, students will face the final phase of their education, which is the thesis defense. In preparing their thesis, students require references from online repositories and university libraries, so the implementatio...

STAR: instruction tuning for Arabic across tasks, datasets, and models

An in-depth evaluation of instruction tuning for Arabic NLP tasks using three prominent LLMs: LLaMA 3.1-8B, AceGPT-v2-8B, and Qwen3-8B shows that instruction tuning consistently improves performance across most tasks, with notable variations in effectiveness across different tasks and prompts.

Referenceless Evaluation of Machine Translation Models by Ranking Performance in Romanian to English Translate-train Settings

Overview of IberLEF 2026: Natural Language Processing Challenges for Spanish and other Iberian Languages

Challenging the Abilities of Large Language Models in Italian: a Community Initiative

CALAMITA is conceived as a rolling benchmark, enabling continuous integration of new tasks and models, and argues that this combination offers a blueprint for other languages and communities seeking inclusive and rigorous LLM evaluation practices.