66 citations · 303 across the 30 of their papers we have counts for
34 papers
Automatic Metadata Extraction for Text-to-SQL
Vladislav Shkapenyuk, Divesh Srivastava, Theodore Johnson +1
Large Language Models (LLMs) have recently become sophisticated enough to automate many tasks ranging from pattern finding to writing assistance to code generation. In this paper,…
Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching
Nima Shahbazi, Nikola Danevski, Fatemeh Nargesian +2
Entity matching (EM) is a challenging problem studied by different communities for over half a century. Algorithmic fairness has also become a timely topic to address machine bias…
CREDENCE: Counterfactual Explanations for Document Ranking
Joel Rorseth, Parke Godfrey, Lukasz Golab +3
Towards better explainability in the field of information retrieval, we present CREDENCE, an interactive tool capable of generating counterfactual explanations for document rankers…
Towards Algorithmic Fairness in Space-Time: Filling in Black Holes
Cheryl Flynn, Aritra Guha, Subhabrata Majumdar +2
New technologies and the availability of geospatial data have drawn attention to spatio-temporal biases present in society. For example: the COVID-19 pandemic highlighted dispariti…
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…
Real-World Trajectory Sharing with Local Differential Privacy
Teddy Cunningham, Graham Cormode, Hakan Ferhatosmanoglu +1
Sharing trajectories is beneficial for many real-world applications, such as managing disease spread through contact tracing and tailoring public services to a population's travel…