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Mahi Luthra

3 accepted papers

2025

LongTail-Swap: benchmarking language models’ abilities on rare words

EMNLP 2025

Children learn to speak with a low amount of data and can be taught new words on a few-shot basis, making them particularly data-efficient learners. The BabyLM challenge aims at exploring language model (LM) training in the low-data regime but uses metrics that concentrate on the head of the word di

2024

MusicFlow: Cascaded Flow Matching for Text Guided Music Generation

ICML 2024poster

We introduce MusicFlow, a cascaded text-to-music generation model based on flow matching. Based on self-supervised representations to bridge between text descriptions and music audios, we construct two flow matching networks to model the conditional distribution of semantic and acoustic features. Ad…

Cited by 9SourcePDFScholar
2024

On the Open Prompt Challenge in Conditional Audio Generation

ICASSP 2024accepted

Text-to-audio generation (TTA) produces audio from a text description, learning from pairs of audio samples and hand-annotated text. However, commercializing audio generation is challenging as user-input prompts are often under-specified when compared to text descriptions used to train TTA models. I…

Cited by 0SourceScholar