#turkish-language News & Analysis

2 articles tagged with #turkish-language. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 96/10

🧠

Dealing with Annotator Disagreement in Hate Speech Classification

Researchers address the overlooked problem of annotator disagreement in hate speech classification, demonstrating that traditional approaches discarding non-consensus samples produce inflated performance metrics. The study establishes new state-of-the-art results for Turkish tweet classification by properly modeling disagreement as a valuable signal rather than noise, using aggregation methods and perceived hate speech strength scores to build more robust detection systems.

AINeutralarXiv – CS AI · Jun 85/10

🧠

Supervision versus Demonstration-Based In-Context Learning for Multiword Expression Classification

Researchers compared supervised learning and large language model prompting approaches for detecting Turkish idiomatic light verb constructions, finding that while zero-shot LLMs struggle with recall, few-shot demonstrations significantly improve performance. The study reveals that careful prompt engineering can match or exceed traditional supervised baselines, though results remain highly model-sensitive.