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Large language models (LLMs), such as GPT series and Llama series have demonstrated strong capabilities in natural language processing, contextual understanding, and text generation. In recent years, researchers are trying to enhance the…

计算与语言 · 计算机科学 2024-10-08 Ziyang Chen , Stylios Moscholios

The rapid progress of vision--language models (VLMs) has sparked growing interest in robotic control, where natural language can express the operation goals while visual feedback links perception to action. However, directly deploying…

机器人学 · 计算机科学 2025-11-04 Sarthak Mishra , Rishabh Dev Yadav , Avirup Das , Saksham Gupta , Wei Pan , Spandan Roy

Dialogue agents powered by Large Language Models (LLMs) show superior performance in various tasks. Despite the better user understanding and human-like responses, their lack of controllability remains a key challenge, often leading to…

Integrating machine learning (ML) into customer service chatbots enhances their ability to understand and respond to user queries, ultimately improving service performance. However, they may appear artificial to some users and affecting…

人工智能 · 计算机科学 2024-09-30 Nurul Ain Nabilah Mohd Isa , Siti Nuraishah Agos Jawaddi , Azlan Ismail

Autonomous drones are rapidly reshaping industries ranging from aerial delivery and infrastructure inspection to environmental monitoring and disaster response. Ensuring the safety, reliability, and efficiency of these systems is paramount…

Voice-based conversational AI systems increasingly rely on cascaded architectures that combine speech-to-text (STT), large language models (LLMs), and text-to-speech (TTS) components. We present a large-scale empirical comparison of STT x…

音频与语音处理 · 电气工程与系统科学 2025-08-25 Rumi Allbert , Nima Yazdani , Ali Ansari , Aruj Mahajan , Amirhossein Afsharrad , Seyed Shahabeddin Mousavi

The use of artificial intelligence (AI) for drone control can have a transformative impact on drone capabilities, especially when real world information can be integrated with drone sensing, command, and control, part of a growing field of…

机器人学 · 计算机科学 2026-05-07 Javier N. Ramos-Silva , Peter J. Burke

Recent studies have demonstrated that prompting large language models (LLM) with audio encodings enables effective speech recognition capabilities. However, the ability of Speech LLMs to comprehend and process multi-channel audio with…

音频与语音处理 · 电气工程与系统科学 2025-06-19 Jiamin Xie , Ju Lin , Yiteng Huang , Tyler Vuong , Zhaojiang Lin , Zhaojun Yang , Peng Su , Prashant Rawat , Sangeeta Srivastava , Ming Sun , Florian Metze

This paper addresses the problem of building a speech recognition system attuned to the control of unmanned aerial vehicles (UAVs). Even though UAVs are becoming widespread, the task of creating voice interfaces for them is largely…

声音 · 计算机科学 2019-07-03 Dan Oneata , Horia Cucu

Spoken Language Models (SLMs) are increasingly central to modern speech-driven applications, but performance degrades under acoustic shift - real-world noise, reverberation, and microphone variation. Prior solutions rely on offline domain…

Recent work on Speech-to-Text Translation (S2TT) has focused on LLM-based models, introducing the increasingly adopted Chain-of-Thought (CoT) prompting, where the model is guided to first transcribe the speech and then translate it. CoT…

计算与语言 · 计算机科学 2026-04-30 Oriol Pareras , Gerard I. Gállego , Federico Costa , Cristina España-Bonet , Javier Hernando

This paper investigates the possibility of intuitive human-robot interaction through the application of Natural Language Processing (NLP) and Large Language Models (LLMs) in mobile robotics. This work aims to explore the feasibility of…

We study language-in-the-loop control for multi-drone systems that execute evolving, high-level missions while retaining formal robustness guarantees at the physical layer. We propose a three-layer architecture in which (i) a human operator…

机器人学 · 计算机科学 2026-02-17 Ziyi Zhang , Xiyu Deng , Guannan Qu , Yorie Nakahira

Using natural language to give instructions to robots is challenging, since natural language understanding is still largely an open problem. In this paper we address this problem by restricting our attention to commands modeled as one…

计算与语言 · 计算机科学 2018-07-10 Pedro Henrique Martins , Luís Custódio , Rodrigo Ventura

Recent advances in generative language modeling applied to discrete speech tokens presented a new avenue for text-to-speech (TTS) synthesis. These speech language models (SLMs), similarly to their textual counterparts, are scalable,…

音频与语音处理 · 电气工程与系统科学 2024-05-17 Siyang Wang , Éva Székely

This paper describes the USTC-NEL system to the speech translation task of the IWSLT Evaluation 2018. The system is a conventional pipeline system which contains 3 modules: speech recognition, post-processing and machine translation. We…

计算与语言 · 计算机科学 2018-12-10 Dan Liu , Junhua Liu , Wu Guo , Shifu Xiong , Zhiqiang Ma , Rui Song , Chongliang Wu , Quan Liu

Reference-based Text-to-Speech (TTS) models can generate multiple, prosodically-different renditions of the same target text. Such models jointly learn a latent acoustic space during training, which can be sampled from during inference.…

计算与语言 · 计算机科学 2023-09-20 Atli Thor Sigurgeirsson , Simon King

Speech synthesis has come a long way as current text-to-speech (TTS) models can now generate natural human-sounding speech. However, most of the TTS research focuses on using adult speech data and there has been very limited work done on…

声音 · 计算机科学 2022-04-05 Rishabh Jain , Mariam Yiwere , Dan Bigioi , Peter Corcoran , Horia Cucu

Length control in Large Language Models (LLMs) is a crucial but under-addressed challenge, with applications ranging from voice interfaces requiring concise responses to research summaries needing comprehensive outputs. Current approaches…

计算与语言 · 计算机科学 2025-11-04 Adewale Akinfaderin , Shreyas Subramanian , Akarsha Sehwag

Text-to-speech (TTS) has advanced from generating natural-sounding speech to enabling fine-grained control over attributes like emotion, timbre, and style. Driven by rising industrial demand and breakthroughs in deep learning, e.g.,…

计算与语言 · 计算机科学 2025-08-26 Tianxin Xie , Yan Rong , Pengfei Zhang , Wenwu Wang , Li Liu