📖 NLP Understanding

🎞️ ECCV2024 · 1 paper notes

📌 Same area in other venues: 🔬 ICLR2026 (2) · 💬 ACL2026 (34) · 🧪 ICML2026 (2) · 🤖 AAAI2026 (1) · 🧠 NeurIPS2025 (3) · 📹 ICCV2025 (1)

SLIMER: Show Less, Instruct More - Enriching Prompts with Definitions and Guidelines for Zero-Shot NER

SLIMER enhances the zero-shot named entity recognition capability of LLMs by injecting entity definitions and annotation guidelines into prompts. Trained on only 391 entity categories, it achieves performance comparable to State-of-the-Art (SOTA) methods trained on 13,000+ entity categories when evaluated on unseen entity tags.