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Nil-Jana Akpinar

2 accepted papers

2025

Local Causal Discovery for Structural Evidence of Direct Discrimination

AAAI 2025technical

Identifying the causal pathways of unfairness is a critical objective for improving policy design and algorithmic decision-making. Prior work in causal fairness analysis often requires knowledge of the causal graph, hindering practical applications in complex or low-knowledge domains. Moreover, glob…

2024

Precise Model Benchmarking with Only a Few Observations

EMNLP 2024main

How can we precisely estimate a large language model’s (LLM) accuracy on questions belonging to a specific topic within a larger question-answering dataset? The standard direct estimator, which averages the model’s accuracy on the questions in each subgroup, may exhibit high variance for subgroups (…

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