speech-recognition

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 1,277 papers with code (5,715 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges
  8 Mar 2021 19 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  Mobile devices such as smartphones and autonomous vehicles increasingly rely on deep neural networks (DNNs) to execute complex inference tasks such as image classification and speech recognition, among others.
• Robust Speech Recognition via Large-Scale Weak Supervision
  6 Dec 2022 15 repositories listed Syntology ran 5 of 59 samples · 54 unverified · 18 pointer-only (licence)
  We study the capabilities of speech processing systems trained simply to predict large amounts of transcripts of audio on the internet.
• WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing
  26 Oct 2021 9 repositories listed
  Self-supervised learning (SSL) achieves great success in speech recognition, while limited exploration has been attempted for other speech processing tasks.
• ISyNet: Convolutional Neural Networks design for AI accelerator
  4 Sep 2021 9 repositories listed
  To address this problem we propose a measure of hardware efficiency of neural architecture search space - matrix efficiency measure (MEM); a search space comprising of hardware-efficient operations; a latency-aware…
• Unsupervised Cross-lingual Representation Learning for Speech Recognition
  24 Jun 2020 8 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  This paper presents XLSR which learns cross-lingual speech representations by pretraining a single model from the raw waveform of speech in multiple languages.
• SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language Processing
  14 Oct 2021 6 repositories listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  Motivated by the success of T5 (Text-To-Text Transfer Transformer) in pre-trained natural language processing models, we propose a unified-modal SpeechT5 framework that explores the encoder-decoder pre-training for…
• ContextNet: Improving Convolutional Neural Networks for Automatic Speech Recognition with Global Context
  7 May 2020 6 repositories listed
  We demonstrate that on the widely used LibriSpeech benchmark, ContextNet achieves a word error rate (WER) of 2.
• Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training
  5 Dec 2017 6 repositories listed
  The situation gets even worse with distributed training on mobile devices (federated learning), which suffers from higher latency, lower throughput, and intermittent poor connections.
• A Simple Way to Initialize Recurrent Networks of Rectified Linear Units
  3 Apr 2015 6 repositories listed
  Learning long term dependencies in recurrent networks is difficult due to vanishing and exploding gradients.
• The Llama 3 Herd of Models
  31 Jul 2024 5 repositories listed Syntology ran 2 of 9 samples · 7 unverified
  This paper presents a new set of foundation models, called Llama 3.
• Efficient Self-supervised Learning with Contextualized Target Representations for Vision, Speech and Language
  14 Dec 2022 5 repositories listed Syntology ran 5 of 8 samples · 3 unverified
  Current self-supervised learning algorithms are often modality-specific and require large amounts of computational resources.
• UniSpeech-SAT: Universal Speech Representation Learning with Speaker Aware Pre-Training
  12 Oct 2021 5 repositories listed
  We integrate the proposed methods into the HuBERT framework.
• UniSpeech: Unified Speech Representation Learning with Labeled and Unlabeled Data
  19 Jan 2021 5 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  In this paper, we propose a unified pre-training approach called UniSpeech to learn speech representations with both unlabeled and labeled data, in which supervised phonetic CTC learning and phonetically-aware…
• Unified Streaming and Non-streaming Two-pass End-to-end Model for Speech Recognition
  10 Dec 2020 5 repositories listed
  In this paper, we present a novel two-pass approach to unify streaming and non-streaming end-to-end (E2E) speech recognition in a single model.
• Stochastic Attention Head Removal: A simple and effective method for improving Transformer Based ASR Models
  8 Nov 2020 5 repositories listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  To the best of our knowledge, we have achieved state-of-the-art end-to-end Transformer based model performance on Switchboard and AMI.
• fairseq S2T: Fast Speech-to-Text Modeling with fairseq
  11 Oct 2020 5 repositories listed
  We introduce fairseq S2T, a fairseq extension for speech-to-text (S2T) modeling tasks such as end-to-end speech recognition and speech-to-text translation.
• Transformer Transducer: A Streamable Speech Recognition Model with Transformer Encoders and RNN-T Loss
  7 Feb 2020 5 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 1 pointer-only (licence)
  We present results on the LibriSpeech dataset showing that limiting the left context for self-attention in the Transformer layers makes decoding computationally tractable for streaming, with only a slight degradation in…
• VoiceFilter: Targeted Voice Separation by Speaker-Conditioned Spectrogram Masking
  11 Oct 2018 5 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  In this paper, we present a novel system that separates the voice of a target speaker from multi-speaker signals, by making use of a reference signal from the target speaker.
• An Overview of Multi-Task Learning in Deep Neural Networks
  15 Jun 2017 5 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Multi-task learning (MTL) has led to successes in many applications of machine learning, from natural language processing and speech recognition to computer vision and drug discovery.
• First-Pass Large Vocabulary Continuous Speech Recognition using Bi-Directional Recurrent DNNs
  12 Aug 2014 5 repositories listed
  This approach to decoding enables first-pass speech recognition with a language model, completely unaided by the cumbersome infrastructure of HMM-based systems.
• Speech Slytherin: Examining the Performance and Efficiency of Mamba for Speech Separation, Recognition, and Synthesis
  13 Jul 2024 4 repositories listed
  It is too early to conclude that Mamba is a better alternative to transformers for speech before comparing Mamba with transformers in terms of both performance and efficiency in multiple speech-related tasks.
• Scaling Speech Technology to 1,000+ Languages
  22 May 2023 4 repositories listed Syntology ran 3 of 3 samples · 0 unverified
  Expanding the language coverage of speech technology has the potential to improve access to information for many more people.
• Multi-blank Transducers for Speech Recognition
  4 Nov 2022 4 repositories listed
  This paper proposes a modification to RNN-Transducer (RNN-T) models for automatic speech recognition (ASR).
• Self-supervised Learning with Random-projection Quantizer for Speech Recognition
  3 Feb 2022 4 repositories listed Syntology ran 9 of 15 samples · 6 unverified
  In particular the quantizer projects speech inputs with a randomly initialized matrix, and does a nearest-neighbor lookup in a randomly-initialized codebook.
• Fine-tuning wav2vec2 for speaker recognition
  30 Sep 2021 4 repositories listed
  This paper explores applying the wav2vec2 framework to speaker recognition instead of speech recognition.
• Unsupervised Speech Recognition
  24 May 2021 4 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Despite rapid progress in the recent past, current speech recognition systems still require labeled training data which limits this technology to a small fraction of the languages spoken around the globe.
• OkwuGbé: End-to-End Speech Recognition for Fon and Igbo
  13 Mar 2021 4 repositories listed
  Our linguistic analyses (for Fon and Igbo) provide valuable insights and guidance into the creation of speech recognition models for other African low-resourced languages, as well as guide future NLP research for Fon…
• WeNet: Production oriented Streaming and Non-streaming End-to-End Speech Recognition Toolkit
  2 Feb 2021 4 repositories listed
  In this paper, we propose an open source, production first, and production ready speech recognition toolkit called WeNet in which a new two-pass approach is implemented to unify streaming and non-streaming end-to-end…
• Multi-modal Dense Video Captioning
  17 Mar 2020 4 repositories listed
  We apply automatic speech recognition (ASR) system to obtain a temporally aligned textual description of the speech (similar to subtitles) and treat it as a separate input alongside video frames and the corresponding…
• A Simplified Fully Quantized Transformer for End-to-end Speech Recognition
  9 Nov 2019 4 repositories listed
  While significant improvements have been made in recent years in terms of end-to-end automatic speech recognition (ASR) performance, such improvements were obtained through the use of very large neural networks, unfit…

Syntology lines on 14 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.