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Instruction-guided text-to-speech (ITTS) enables users to control speech generation through natural language prompts, offering a more intuitive interface than traditional TTS. However, the alignment between user style instructions and…

音频与语音处理 · 电气工程与系统科学 2026-04-28 Yi-Cheng Lin , Huang-Cheng Chou , Tzu-Chieh Wei , Kuan-Yu Chen , Hung-yi Lee

Despite rapid advancement in the field of Constrained Natural Language Generation, little time has been spent on exploring the potential of language models which have had their vocabularies lexically, semantically, and/or phonetically…

计算与语言 · 计算机科学 2023-06-29 Allen Roush , Sanjay Basu , Akshay Moorthy , Dmitry Dubovoy

Text Generation Models (TGMs) succeed in creating text that matches human language style reasonably well. Detectors that can distinguish between TGM-generated text and human-written ones play an important role in preventing abuse of TGM. In…

计算与语言 · 计算机科学 2023-04-25 Narek Maloyan , Bulat Nutfullin , Eugene Ilyushin

Deep-learning models for language generation tasks tend to produce repetitive output. Various methods have been proposed to encourage lexical diversity during decoding, but this often comes at a cost to the perceived fluency and adequacy of…

计算与语言 · 计算机科学 2021-09-22 Giulio Zhou , Gerasimos Lampouras

While generative Text-to-Speech (TTS) systems leverage vast ``in-the-wild" data to achieve remarkable success, speech-to-speech processing tasks like enhancement face data limitations, which lead data-hungry generative approaches to distort…

音频与语音处理 · 电气工程与系统科学 2025-09-19 Justin Lovelace , Rithesh Kumar , Jiaqi Su , Ke Chen , Kilian Q Weinberger , Zeyu Jin

Current expressive speech synthesis models are constrained by the limited availability of open-source datasets containing diverse nonverbal vocalizations (NVs). In this work, we introduce NonverbalTTS (NVTTS), a 17-hour open-access dataset…

机器学习 · 计算机科学 2025-07-18 Maksim Borisov , Egor Spirin , Daria Diatlova

Missing sentence generation (or sentence infilling) fosters a wide range of applications in natural language generation, such as document auto-completion and meeting note expansion. This task asks the model to generate intermediate missing…

计算与语言 · 计算机科学 2020-08-04 Yichen Huang , Yizhe Zhang , Oussama Elachqar , Yu Cheng

This letter presents an incremental text-to-speech (TTS) method that performs synthesis in small linguistic units while maintaining the naturalness of output speech. Incremental TTS is generally subject to a trade-off between latency and…

声音 · 计算机科学 2021-05-26 Takaaki Saeki , Shinnosuke Takamichi , Hiroshi Saruwatari

We present a novel approach to data-to-text generation based on iterative text editing. Our approach maximizes the completeness and semantic accuracy of the output text while leveraging the abilities of recent pre-trained models for text…

计算与语言 · 计算机科学 2021-01-29 Zdeněk Kasner , Ondřej Dušek

Text-to-speech (TTS) synthesis is the process of producing synthesized speech from text or phoneme input. Traditional TTS models contain multiple processing steps and require external aligners, which provide attention alignments of…

音频与语音处理 · 电气工程与系统科学 2021-06-08 Hyunseung Chung , Sang-Hoon Lee , Seong-Whan Lee

We present a TTS neural network that is able to produce speech in multiple languages. The proposed network is able to transfer a voice, which was presented as a sample in a source language, into one of several target languages. Training is…

机器学习 · 计算机科学 2019-02-07 Eliya Nachmani , Lior Wolf

We present ToTTo, an open-domain English table-to-text dataset with over 120,000 training examples that proposes a controlled generation task: given a Wikipedia table and a set of highlighted table cells, produce a one-sentence description.…

计算与语言 · 计算机科学 2020-10-07 Ankur P. Parikh , Xuezhi Wang , Sebastian Gehrmann , Manaal Faruqui , Bhuwan Dhingra , Diyi Yang , Dipanjan Das

Natural language generation provides designers with methods for automatically generating text, e.g. for creating summaries, chatbots and game content. In practise, text generators are often either learned and hard to interpret, or created…

计算与语言 · 计算机科学 2020-09-11 Thomas Winters , Luc De Raedt

An estimated half of the world's languages do not have a written form, making it impossible for these languages to benefit from any existing text-based technologies. In this paper, a speech-to-image generation (S2IG) framework is proposed…

机器学习 · 计算机科学 2020-09-16 Xinsheng Wang , Tingting Qiao , Jihua Zhu , Alan Hanjalic , Odette Scharenborg

This paper proposes a simple, yet effective framework, called GiT, simultaneously applicable for various vision tasks only with a vanilla ViT. Motivated by the universality of the Multi-layer Transformer architecture (e.g, GPT) widely used…

计算机视觉与模式识别 · 计算机科学 2024-03-15 Haiyang Wang , Hao Tang , Li Jiang , Shaoshuai Shi , Muhammad Ferjad Naeem , Hongsheng Li , Bernt Schiele , Liwei Wang

This paper summarises the experimental setup and results of the first shared task on end-to-end (E2E) natural language generation (NLG) in spoken dialogue systems. Recent end-to-end generation systems are promising since they reduce the…

计算与语言 · 计算机科学 2018-11-22 Ondřej Dušek , Jekaterina Novikova , Verena Rieser

Sign language translation from video to spoken text presents unique challenges owing to the distinct grammar, expression nuances, and high variation of visual appearance across different speakers and contexts. The intermediate gloss…

计算机视觉与模式识别 · 计算机科学 2024-07-15 Pooya Fayyazsanavi , Antonios Anastasopoulos , Jana Košecká

Tabular data is among the oldest and most ubiquitous forms of data. However, the generation of synthetic samples with the original data's characteristics remains a significant challenge for tabular data. While many generative models from…

机器学习 · 计算机科学 2023-04-25 Vadim Borisov , Kathrin Seßler , Tobias Leemann , Martin Pawelczyk , Gjergji Kasneci

Cross-Language Text Summarization (CLTS) generates summaries in a language different from the language of the source documents. Recent methods use information from both languages to generate summaries with the most informative sentences.…

计算与语言 · 计算机科学 2018-10-26 Elvys Linhares Pontes , Stéphane Huet , Juan-Manuel Torres-Moreno

Multilingual task-oriented dialogue (ToD) facilitates access to services and information for many (communities of) speakers. Nevertheless, the potential of this technology is not fully realised, as current datasets for multilingual ToD -…

计算与语言 · 计算机科学 2023-05-24 Olga Majewska , Evgeniia Razumovskaia , Edoardo Maria Ponti , Ivan Vulić , Anna Korhonen