From the 1 of 5 linked papers with an AI index.
5 papers
Where Experts Disagree, Models Fail: Detecting Implicit Legal Citations in French Court Decisions
Avrile Floro, Tamara Dhorasoo, Soline Pellez +1
The paper introduces a benchmark for detecting implicit citations of the French Civil Code in court decisions and shows that cases where legal experts disagree are especially hard…
KARLA: Knowledge-base Augmented Retrieval for Language Models
Francois Crespin, Fabian M. Suchanek, Nils Holzenberger
We propose a new method that allows an LLM to automatically pull in factual knowledge from a knowledge base during token generation. This means that (1)~factual knowledge in the LL…
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…
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…
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…