3 papers
cs.AI2026
LELA: An End-to-end LLM-based Entity Linking Framework with Zero-shot Domain Adaptation
Samy Haffoudhi, Nikola DobriÄiÄ, Fabian Suchanek +1
Entity linking is a key component of many downstream NLP systems, yet existing approaches are often tied to the specific target knowledge bases and domains, limiting their real wor…
cs.CL2026
LELA: an LLM-based Entity Linking Approach with Zero-Shot Domain Adaptation
Samy Haffoudhi, Fabian M. Suchanek, Nils Holzenberger
Entity linking (mapping ambiguous mentions in text to entities in a knowledge base) is a foundational step in tasks such as knowledge graph construction, question-answering, and in…
cs.CL2025
Retrieval-Constrained Decoding Reveals Underestimated Parametric Knowledge in Language Models
Rajaa El Hamdani, Samy Haffoudhi, Nils Holzenberger +3
Language models (LMs) encode substantial factual knowledge, but often produce answers judged as incorrect. We hypothesize that many of these answers are actually correct, but are e…