News / #voice Tag Voice 500 articles archived under #voice · RSS Sign in to follow arXiv — NLP / Computation & Language research 1mo ago Prior over Evidence: Stereotype-Driven Diagnosis in LLM-Based L2 Pronunciation Feedback arXiv:2606.15325v1 Announce Type: new Abstract: Large language models are increasingly deployed for written pronunciation feedback in second-language (L2) English learning, under the assumption that their diagnoses are grounded in the supplied speech evidence rather than in… 4 arXiv — NLP / Computation & Language research 1mo ago ROMPAR: Morphological Completion and Demographic Unlearning for Romanian-Accented Speech Recognition arXiv:2606.15984v1 Announce Type: new Abstract: Automated transcription of parliamentary proceedings faces significant hurdles due to demographic bias, dialectal variation, and technical artifacts such as utterance truncation during segmentation. This paper introduces the… 4 arXiv — NLP / Computation & Language research 1mo ago Bridging the Usability Gap: Lessons from Interpreting Studies for Machine Interpreting Design arXiv:2606.16009v1 Announce Type: new Abstract: Machine interpreting (MI), the live, real-time branch of speech translation, has achieved remarkable progress on standard benchmarks, with some systems approaching human parity on textual fidelity. Yet the user experience remains… 23 arXiv — NLP / Computation & Language research 1mo ago Scaling Human and G2P Supervision for Robust Phonetic Transcription arXiv:2606.16019v1 Announce Type: new Abstract: Expert phonetic annotation is costly, especially for non-standard dialects and atypical speech. A common alternative is using Grapheme-to-Phoneme (G2P) models to auto-generate phonetic labels from text transcripts at scale. We… 20 arXiv — NLP / Computation & Language research 1mo ago PVminerLLM2: Improving Structured Extraction of Patient Voice via Preference Optimization arXiv:2606.16074v1 Announce Type: new Abstract: Motivation: Patient-generated text contains critical information on patients' lived experiences, social context, and care engagement, but remains largely unstructured, limiting its use in patient-centered outcomes research. Prior… 38 arXiv — NLP / Computation & Language research 1mo ago XAI-Grounded Explanation Generation for Speech Deepfake Detection with Training-Free Multimodal Large Language Models arXiv:2606.16137v1 Announce Type: new Abstract: Speech deepfake detection (SDD) systems require trustworthy explanations for reliable decision-making. Existing explanation ways mainly fall into two categories. Traditional explainable AI (XAI), such as gradient-based attribution,… 31 arXiv — NLP / Computation & Language research 1mo ago TMASC: Transmasculine Attitude and Speech Corpus arXiv:2606.16351v1 Announce Type: new Abstract: We introduce the Transmasculine Attitudes and Speech Corpus (TMASC), a multimodal corpus of 196 transmasculine individuals, including questionnaire responses and 66 audio recordings. The questionnaire includes items exploring the… 25 arXiv — Machine Learning research 2mo ago Beyond task performance: Decoding bioacoustic embeddings with speech features arXiv:2606.14662v1 Announce Type: new Abstract: Pretrained audio embeddings are standard in bioacoustics, yet little is known about which acoustic features these models encode, nor which are useful for a given task. This hinders transparency and limits extension to rare species… 6 arXiv — NLP / Computation & Language research 2mo ago Learning to Hear Hesitation: Continual Learning for Disfluency-Aware ASR arXiv:2606.14391v1 Announce Type: new Abstract: Despite advances in large-scale Automatic Speech Recognition (ASR), disfluent speech remains challenging, as state-of-the-art systems are often optimized to omit disfluencies, leading to information loss and hallucinations. Prior… 15 arXiv — NLP / Computation & Language research 2mo ago MoDiCoL: A Modular Diagnostic Continual Learning Dataset for Robust Speech Recognition arXiv:2606.14459v1 Announce Type: new Abstract: Modern Automatic Speech Recognition (ASR) systems have made remarkable progress on standard benchmarks, yet performance gaps have emerged under real-world distribution shifts, caused by recording conditions, accents, speech… 6 arXiv — NLP / Computation & Language research 2mo ago BayLing-Duplex: Native Full-Duplex Speech Dialogue with a Single Autoregressive LLM arXiv:2606.14528v1 Announce Type: new Abstract: Real-time, full-duplex speech interaction is a key feature of next-generation spoken chatbots, allowing the model to listen and speak at the same time and to handle natural phenomena such as overlap, hesitation, and barge-in.… 10 arXiv — NLP / Computation & Language research 2mo ago Multimodal Speaker Identification in Classroom Environments arXiv:2606.13712v1 Announce Type: cross Abstract: Automated analysis of K-12 classroom dynamics faces challenges due to background noise and variable child speech, often confounding acoustic-only models. This study evaluates a multimodal speaker identification framework… 24 arXiv — NLP / Computation & Language research 2mo ago OLaPh: Optimal Language Phonemizer arXiv:2509.20086v4 Announce Type: replace Abstract: Phonemization is a critical component in text-to-speech synthesis. Traditional approaches rely on deterministic transformations and lexica, while neural methods offer potential for higher generalization on out-of-vocabulary… 8 arXiv — NLP / Computation & Language research 2mo ago Chronological Thinking in Full-Duplex Spoken Dialogue Language Models arXiv:2510.05150v3 Announce Type: replace Abstract: Recent advances in spoken dialogue language models (SDLMs) reflect growing interest in shifting from turn-based to full-duplex systems, where the models continuously perceive user speech streams while generating responses. This… 7 r/LocalLLaMA community 2mo ago Gemma 12b less than 10 watts 6.5pp 1.3tg Google pixel 10 pro Termux Llamacpp version: 9639 (ef8268fee) $ ./llama.cpp/build_vulkan/bin/llama-cli -m storage/downloads/gemma-4-12b-it-UD-Q3_K_XL.gguf --model-draft storage/downloads/mtp-gemma-4-12b-it.gguf --temp 1.0 --top-p 0.95 --top-k 64 --spec-type draft-mtp… 5 r/LocalLLaMA community 2mo ago Voice-to-voice chatbot update I've been working on this after hours for a few months continuously improving it. Now at a point where the chatbot is close to real-time (thanks to SSE streaming) and also interruptible while preserving context of what was last said. 100% local and powered by Qwen3.5-397B… 33 r/LocalLLaMA community 2mo ago Gemma 4 models benchmarked on with Triple GPU Hearing good things about Gemma 4. Ran a few models across my llama box. Kubuntu 26.04 OS. AMD Ryzen 5 3600 6-core CPU. 48 GiB of DDR4 3600 Mhz RAM. Nvidia GTX-1070 at 8GiB VRAM ( X 3 ) with 24GiB total VRAM. GPUs have power limit set to 120, 121, 122 watts using: sudo… 29 r/LocalLLaMA community 2mo ago Gemma 4 12B native encoder free voice input utilization suggest? Hey everyone, ​ Like many of you, I’m looking into the newly released Gemma 4 12B to build a native speech-to-speech experience. Because of its unique encoder-free architecture, completely skipping the traditional STT bottleneck could be possible. ​ Right now, my… 20 r/MachineLearning community 2mo ago Confused, where to start [D] Hello community, I am a backend + big data dev. I want to learn about the llms that generate voices. I also read some articles but almost everyone of them starts from regression. There are so much resources available right now that I am now confused where to begin with.  … 14 r/LocalLLaMA community 2mo ago ZONOS2: real-time TTS with 8B params, 900M active, and high-fidelity voice cloning https://reddit.com/link/1u4lk5c/video/kyhdw0uog07h1/player Links: Blog: https://zyphra.com/our-work/zonos2 Weights: https://huggingface.co/Zyphra/ZONOS2 Inference code: https://github.com/Zyphra/ZONOS2 Eval code: https://github.com/Zyphra/ZTTS1-Eval Model TTSDS Prosody Score ↑… 15 arXiv — NLP / Computation & Language research 2mo ago PRISM: Prosody-Integrated Multi-Agent Reasoning Framework for Empathetic Spoken Dialogue arXiv:2606.12902v1 Announce Type: new Abstract: Empathetic spoken dialogue systems require not only semantically appropriate responses but also emotionally aligned prosodic expression. However, cascade pipelines often discard acoustic cues during speech-to-text conversion, while… 10 arXiv — NLP / Computation & Language research 2mo ago PiDA: Phonetically-Informed Data Augmentation for Robust Vietnamese Speech Translation arXiv:2606.12911v1 Announce Type: new Abstract: Cascaded speech translation (ST) systems suffer from error propagation when Automatic Speech Recognition (ASR) outputs incorrect transcripts. We present the first systematic categorization of ASR errors for Vietnamese ST,… 8 arXiv — NLP / Computation & Language research 2mo ago NaturalFlow: Reducing Disruptive Pauses for Natural Speech Flow in Simultaneous Speech-to-Speech Translation arXiv:2606.13121v1 Announce Type: new Abstract: Simultaneous speech-to-speech translation aims to enable near-real-time communication by minimizing latency, offering a compelling, real-time alternative to the high latency of consecutive translation. However, the excessive… 17 arXiv — NLP / Computation & Language research 2mo ago Ontology Memory-Augmented ASR Correction for Long Text-Speech Interleaved Conversations arXiv:2606.13464v1 Announce Type: new Abstract: Automatic speech recognition (ASR) correction has traditionally focused on isolated utterances or short local contexts. However, as text and speech become increasingly interleaved in long interactions, ASR correction requires… 11 arXiv — NLP / Computation & Language research 2mo ago Leveraging Audio-LLMs to Filter Speech-to-Speech Training Data arXiv:2606.13507v1 Announce Type: new Abstract: Large-scale mined corpora provide abundant training data for end-to-end speech-to-speech translation (S2ST) but may contain noise, misalignment, and semantic errors. Filtering noisy data is crucial to maintain robust speech… 30 arXiv — NLP / Computation & Language research 2mo ago From Tokens to Faces: Investigating Discrete Speech Representations for 3D Facial Animation arXiv:2606.13630v1 Announce Type: new Abstract: The choice of speech representation is critical in speech-driven 3D facial animation. Representations differ in what they encode: SSL features emphasize segmental and semantic cues, neural codecs yield latents optimized for… 22 arXiv — NLP / Computation & Language research 2mo ago Adaptive Turn-Taking for Real-time Multi-Party Voice Agents arXiv:2606.13544v1 Announce Type: cross Abstract: Turn-taking in multi-party spoken conversations remains a fundamental challenge for voice-based agents, particularly under dynamic floor competition and varying user expectations. We propose ModeratorLM, a role-playing voice… 35 r/LocalLLaMA community 2mo ago How I implemented ASR bias for voice transcription models [Open Source] I've been spending the last couple of weeks building a Wispr Flow clone as an open source project. For context, it is a voice dictation app that lets you type faster, by speaking instead of actually typing. I spent the first week building the basic STT capabilities. One of the… 29 r/LocalLLaMA community 2mo ago Infinite Music Glitch on my Arduino with Magenta Realtime 2 I built a local voice AI realtime music setup where my ESP32 microcontroller talks to my MacBook over WebSockets. The microcontroller is just a tiny Arduino-based device with a mic and speaker, and the MacBook M4 Pro runs Magenta Realtime 2 locally and streams the audio back to… 38 Smol AI News news-outlet 2mo ago not much happened today **Anthropic's Fable/Mythos export-control crisis** dominates AI news, highlighting the intersection of **national security** and frontier model access. Technical voices like **François Chollet** criticize opaque regulatory actions and advocate for **standardized benchmarks for… 6 arXiv — NLP / Computation & Language research 2mo ago Afrispeech Semantics: Evaluating Audio Semantic Reasoning in Spoken Language Models Across Domains and Accents arXiv:2606.11219v1 Announce Type: new Abstract: Audio language models (ALMs) are increasingly used for speech-based understanding, yet their ability to perform semantic reasoning beyond transcription, Text-to-Audio Retrieval, Captioning, and Question-Answering accuracy remains… 32 arXiv — NLP / Computation & Language research 2mo ago Overcoming State Inertia in Full-Duplex Spoken Language Models via Activation Steering arXiv:2606.11386v1 Announce Type: new Abstract: Full-duplex spoken language models (FD-SLMs) enable seamless speech interaction by allowing models to listen and speak simultaneously, yet the internal mechanism by which they coordinate listening and speaking remains… 28 arXiv — NLP / Computation & Language research 2mo ago Pretrained self-supervised speech models can recognize unseen consonants arXiv:2606.11542v1 Announce Type: new Abstract: Modern pretrained self-supervised automatic speech recognition models are trained on large-scale audio data to encode speech into contextualized representations. However, their training data are heavily skewed toward high-resource… 17 arXiv — NLP / Computation & Language research 2mo ago Evaluating Bias in Phoneme-Based Automatic Speech Recognition Systems: An Analysis of IPA Transcription Models arXiv:2606.11639v1 Announce Type: new Abstract: The popularization of automatic speech recognition (ASR) systems has increased exploration of the demographic biases related to race, age, gender, and accent, often formed from imbalanced training data. Most of these studies… 18 arXiv — NLP / Computation & Language research 2mo ago UR-BERT: Scaling Text Encoders for Massively Multilingual TTS Through Universal Romanization and Speech Token Prediction arXiv:2606.11681v1 Announce Type: new Abstract: We propose UR-BERT, a Romanized transcription-based text-to-speech (TTS) encoder for massively multilingual TTS systems. Conventional grapheme-to-phoneme (G2P)-based approaches are limited to around 100 languages due to the… 15 arXiv — NLP / Computation & Language research 2mo ago MA-DLE: Speech-based Automatic Depression Level Estimation via Memory Augmentation arXiv:2606.11197v1 Announce Type: cross Abstract: Speech-based automatic estimation of depression levels is essential for enabling early detection and timely intervention, particularly in resource-constrained mental health settings. In recent years, deep learning has… 19 arXiv — NLP / Computation & Language research 2mo ago Massive Open-Vocabulary Keyword Spotting arXiv:2606.11279v1 Announce Type: cross Abstract: Automatic speech recognition systems have been shown to under-perform when it comes to transcribing words rarely seen in the training data, namely specialized terminology. Open-vocabulary keyword spotting, combined with… 36 arXiv — NLP / Computation & Language research 2mo ago Gumbel-BEARD: Automatic Layer Selection for Self-Supervised Adaptation of Whisper in Low-Resource Domains arXiv:2606.11429v1 Announce Type: cross Abstract: Speech foundation models often struggle in low-resource domains due to domain mismatch and data scarcity. We propose Gumbel-BEARD, a domain adaptation framework that automates Whisper encoder layer selection via an end-to-end… 29 r/LocalLLaMA community 2mo ago I wired a fully offline voice loop to Ollama + LM Studio — 100% CPU, no GPU, nothing leaves your machine (Silero VAD + Parakeet STT + Supertonic TTS 3) I kept wanting to talk to my local models instead of typing, but every voice setup wanted a GPU, shipped my audio to the cloud, or was macOS-only. So I built one that's none of those — and I benchmarked it, so these are real measured numbers, not vibes. One command installs the… 12 Hugging Face Daily Papers research 2mo ago Interpreting and Steering a Text-to-Speech Language Model with Sparse Autoencoders Abstract Sparse autoencoders trained on language model representations reveal interpretable features for speech synthesis that can be manipulated to control linguistic and prosodic attributes. Generated by Qwen/Qwen2.5-Coder-32B-Instruct Language models increasingly serve as the… 19 r/LocalLLaMA community 2mo ago Anyone gotten Gemma 4 12B (unified audio) to actually attend to speech with a large system prompt? I'm trying to use Gemma 4 12B — the new encoder-free unified model (audio/vision/text in one) — for a one-pass audio → response voice assistant: feed the recorded WAV + system prompt and get the reply back as text directly, collapsing the separate ASR + LLM steps into a single… 31 arXiv — Machine Learning research 2mo ago Optimality of FSQ Tokens for Continuous Diffusion for Categorical Data with Application to Text-to-Speech arXiv:2606.09962v1 Announce Type: new Abstract: Continuous diffusion for categorical data is a framework belonging to the diffusion family and aiming at generating discrete data. The scientific interest to such models has been constantly increasing these days because researchers… 14 arXiv — NLP / Computation & Language research 2mo ago Interpreting and Steering a Text-to-Speech Language Model with Sparse Autoencoders arXiv:2606.10029v1 Announce Type: cross Abstract: Language models increasingly serve as the backbone of text-to-speech (TTS) systems, yet we understand little about the representations they build when text and generated speech tokens share a single residual stream. We train… 22 arXiv — NLP / Computation & Language research 2mo ago ParaBridge: Bridging Paralinguistic Perception and Dialogue Behavior in Speech Language Models arXiv:2606.10581v1 Announce Type: new Abstract: Speech carries more information than just words: a child's voice, a fearful tone, or a noisy background should all lead a sufficiently competent spoken-dialogue assistant to different replies. Current Speech Language Models (SLMs)… 11 arXiv — NLP / Computation & Language research 2mo ago Speaker Group Encoding in Self-supervised Speech Recognition Models arXiv:2606.10654v1 Announce Type: new Abstract: We investigate what self-supervised speech recognition models (S3Ms) learn about speaker groups (SGs). We examine several states of S3Ms: pretrained, finetuned on speaker identification (SID), finetuned on automatic speech… 10 arXiv — NLP / Computation & Language research 2mo ago Multilingual Word-Level Forced Alignment with Self-Supervised Representations and Learned Dynamic Programming arXiv:2606.10675v1 Announce Type: new Abstract: We present a method for accurate multilingual word-level forced alignment, consisting of an alignment encoder and a learned alignment decoder. The encoder integrates two representations: one from the Massively Multilingual Speech… 34 arXiv — NLP / Computation & Language research 2mo ago Multi-Faceted Interactivity Alignment in Full-Duplex Speech Models arXiv:2606.11167v1 Announce Type: new Abstract: Full-duplex spoken dialogue models can listen and speak simultaneously, making them a promising architecture for natural conversation. However, current models are trained solely with supervised learning through token-level… 23 arXiv — NLP / Computation & Language research 2mo ago SpeechJBB: Probing Safety Alignment and Comprehension in Large Audio Language Models under Code-Switched Speech arXiv:2606.06037v2 Announce Type: cross Abstract: Large audio language models (LALMs) are increasingly deployed in real-world applications, yet their safety alignment is still primarily evaluated on monolingual, text-based harmful prompts. This leaves their generalizability… 29 arXiv — NLP / Computation & Language research 2mo ago Enhancing Multilingual LLM-based ASR with Mixture of Experts and Dynamic Downsampling arXiv:2606.10439v1 Announce Type: cross Abstract: The rapid progress of large language models (LLMs) has opened up a new frontier for automatic speech recognition (ASR), making their effective integration a critical and challenging research direction. To this end, this work… 21 arXiv — NLP / Computation & Language research 2mo ago Decoupling Thought from Speech: Knowledge-Grounded Counterfactual Reasoning for Resilient Multi-Agent Argumentation arXiv:2606.10475v1 Announce Type: cross Abstract: Multi-agent debate frameworks have been shown to improve large language model performance in convergent tasks, but they are currently optimized in a way that heavily favors final output accuracy rather than stability of the… 18 Page 8 of 10 · 500 articles ← Newer Older →
