4 citations · 6 across the 3 of their papers we have counts for
4 papers · 1 filter
Can we trust LLM Self-Explanations for Entity Resolution?
Tommaso Teofili, Donatella Firmani, Nick Koudas +2
Large Language Models (LLMs) have recently shown strong performance on Entity Resolution (ER). Additionally, akin to their prowess in providing accurate predictions, these models o…
Effective Explanations for Entity Resolution Models
Tommaso Teofili, Donatella Firmani, Nick Koudas +3
Entity resolution (ER) aims at matching records that refer to the same real-world entity. Although widely studied for the last 50 years, ER still represents a challenging data mana…
Alaska: A Flexible Benchmark for Data Integration Tasks
Valter Crescenzi, Andrea De Angelis, Donatella Firmani +4
Data integration is a long-standing interest of the data management community and has many disparate applications, including business, science and government. We have recently witn…
Efficient and Effective ER with Progressive Blocking
Sainyam Galhotra, Donatella Firmani, Barna Saha +1
Blocking is a mechanism to improve the efficiency of Entity Resolution (ER) which aims to quickly prune out all non-matching record pairs. However, depending on the distributions o…