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Mehmet Hamza Erol

2 accepted papers

2026

Cost-of-Pass: An Economic Framework for Evaluating Language Models

ICLR 2026poster

The widespread adoption of AI systems in the economy hinges on their ability to generate economic value that outweighs their inference costs. Evaluating this tradeoff requires metrics that account for both performance and costs. Building on production theory, we develop an economically grounded fram…

Cited by 0SourcecodeScholar
2024

From Coarse to Fine: Efficient Training for Audio Spectrogram Transformers

ICASSP 2024accepted

Transformers have become central to recent advances in audio classification. However, training an audio spectrogram transformer, e.g. AST, from scratch can be resource and time-intensive. Furthermore, the complexity of transformers heavily depends on the input audio spectrogram size. In this work, w…

Cited by 0SourceScholar