571 citations · 929 across the 39 of their papers we have counts for
5 papers · 1 filter
ILRR: Inference-Time Steering Method for Masked Diffusion Language Models
Eden Avrahami, Eliya Nachmani
Discrete Diffusion Language Models (DLMs) offer a promising non-autoregressive alternative for text generation, yet effective mechanisms for inference-time control remain relativel…
Plan for Speed: Dilated Scheduling for Masked Diffusion Language Models
Omer Luxembourg, Haim Permuter, Eliya Nachmani
Masked diffusion language models (MDLMs) promise fast, non-autoregressive text generation, yet existing samplers, which pick tokens to unmask based on model confidence, ignore inte…
Translatotron 3: Speech to Speech Translation with Monolingual Data
Eliya Nachmani, Alon Levkovitch, Yifan Ding +3
This paper presents Translatotron 3, a novel approach to unsupervised direct speech-to-speech translation from monolingual speech-text datasets by combining masked autoencoder, uns…
Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLM
Eliya Nachmani, Alon Levkovitch, Roy Hirsch +6
We present Spectron, a novel approach to adapting pre-trained large language models (LLMs) to perform spoken question answering (QA) and speech continuation. By endowing the LLM wi…
Zero-Shot Translation using Diffusion Models
Eliya Nachmani, Shaked Dovrat
In this work, we show a novel method for neural machine translation (NMT), using a denoising diffusion probabilistic model (DDPM), adjusted for textual data, following recent advan…