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cs.CL2024
The Reliability Paradox: Exploring How Shortcut Learning Undermines Language Model Calibration
Geetanjali Bihani, Julia Rayz
The advent of pre-trained language models (PLMs) has enabled significant performance gains in the field of natural language processing. However, recent studies have found PLMs to s…
cs.CL2024
Hire Me or Not? Examining Language Model's Behavior with Occupation Attributes
Damin Zhang, Yi Zhang, Geetanjali Bihani +1
With the impressive performance in various downstream tasks, large language models (LLMs) have been widely integrated into production pipelines, like recruitment and recommendation…
cs.CL2024
Learning Shortcuts: On the Misleading Promise of NLU in Language Models
Geetanjali Bihani, Julia Taylor Rayz
The advent of large language models (LLMs) has enabled significant performance gains in the field of natural language processing. However, recent studies have found that LLMs often…