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Nandita Shankar Naik

2 accepted papers

2025

LMUNIT: Fine-grained Evaluation with Natural Language Unit Tests

EMNLP 2025

As language models become integral to critical workflows, assessing their behavior remains a fundamental challenge – human evaluation is costly and noisy, while automated metrics provide only coarse, difficult-to-interpret signals. We introduce natural language unit tests , a paradigm that decompose

2024

CommVQA: Situating Visual Question Answering in Communicative Contexts

EMNLP 2024main

Current visual question answering (VQA) models tend to be trained and evaluated on image-question pairs in isolation. However, the questions people ask are dependent on their informational needs and prior knowledge about the image content. To evaluate how situating images within naturalistic context…