activity
20242026
most citedTraining and Inference Efficiency of Encoder-Decoder Speech Models

1 citations · 1 across the 13 of their papers we have counts for

collaborators

26 papers

cs.CL2026

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs

Nithin Rao Koluguri, Sasha Meister, Nikolay Karpov +4

Popular ASR test sets adopt inconsistent conventions for numbers, disfluencies, entities, and casing, while standard normalizers erase the format distinctions users care about. Cur…

cs.CL2026

Hierarchical Policy Optimization for Simultaneous Translation of Unbounded Speech

Siqi Ouyang, Shuoyang Ding, Oleksii Hrinchuk +4

Simultaneous speech translation (SST) generates translations while receiving partial speech input. Recent advances show that large language models (LLMs) can substantially improve…

eess.AS2026

Reducing the Offline-Streaming Gap for Unified ASR Transducer with Consistency Regularization

Andrei Andrusenko, Vladimir Bataev, Lilit Grigoryan +3

Unification of automatic speech recognition (ASR) systems reduces development and maintenance costs, but training a single model to perform well in both offline and low-latency str…

cs.CL2025

Canary-1B-v2 & Parakeet-TDT-0.6B-v3: Efficient and High-Performance Models for Multilingual ASR and AST

Monica Sekoyan, Nithin Rao Koluguri, Nune Tadevosyan +5

This report introduces Canary-1B-v2, a fast, robust multilingual model for Automatic Speech Recognition (ASR) and Speech-to-Text Translation (AST). Built with a FastConformer encod…

cs.LG2025

A Study on Regularization-Based Continual Learning Methods for Indic ASR

Gokul Adethya T, S. Jaya Nirmala

Indias linguistic diversity poses significant challenges for developing inclusive Automatic Speech Recognition (ASR) systems. Traditional multilingual models, which require simulta…

cs.SD2025

SPGISpeech 2.0: Transcribed multi-speaker financial audio for speaker-tagged transcription

Raymond Grossman, Taejin Park, Kunal Dhawan +6

We introduce SPGISpeech 2.0, a dataset suitable for speaker-tagged transcription in the financial domain. SPGISpeech 2.0 improves the diversity of applicable modeling tasks while m…