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#semeval News & Analysis

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

2 articles
AIBullisharXiv โ€“ CS AI ยท Mar 46/104
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ITLC at SemEval-2026 Task 11: Normalization and Deterministic Parsing for Formal Reasoning in LLMs

Researchers developed a new method to reduce content biases in large language models' reasoning tasks by transforming syllogisms into canonical logical representations with deterministic parsing. The approach achieved top-5 rankings on the multilingual SemEval-2026 Task 11 benchmark while offering a competitive alternative to complex fine-tuning methods.

AINeutralarXiv โ€“ CS AI ยท Mar 34/105
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FLANS at SemEval-2026 Task 7: RAG with Open-Sourced Smaller LLMs for Everyday Knowledge Across Diverse Languages and Cultures

Researchers developed FLANS, a system using retrieval-augmented generation with open-source smaller language models for the SemEval-2025 multilingual knowledge task. The system creates culturally-aware knowledge bases from Wikipedia content and integrates live search capabilities, focusing on privacy and sustainability through smaller LLMs deployed on the Ollama platform.

$CRV