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Pre-trained multilingual language models have become an important building block in multilingual natural language processing. In the present paper, we investigate a range of such models to find out how well they transfer discourse-level…

计算与语言 · 计算机科学 2021-06-10 Murathan Kurfalı , Robert Östling

We describe an LSTM-based model which we call Byte-to-Span (BTS) that reads text as bytes and outputs span annotations of the form [start, length, label] where start positions, lengths, and labels are separate entries in our vocabulary.…

计算与语言 · 计算机科学 2016-04-05 Dan Gillick , Cliff Brunk , Oriol Vinyals , Amarnag Subramanya

This paper proposes Allophant, a multilingual phoneme recognizer. It requires only a phoneme inventory for cross-lingual transfer to a target language, allowing for low-resource recognition. The architecture combines a compositional phone…

计算与语言 · 计算机科学 2023-08-17 Kevin Glocker , Aaricia Herygers , Munir Georges

Large language models (LLMs) with Transformer architectures have become phenomenal in natural language processing, multimodal generative artificial intelligence, and agent-oriented artificial intelligence. The self-attention module is the…

硬件体系结构 · 计算机科学 2024-01-23 Rongqing Cong , Wenyang He , Mingxuan Li , Bangning Luo , Zebin Yang , Yuchao Yang , Ru Huang , Bonan Yan

Special technologies need to be used to take advantage of, and overcome, the challenges associated with acquiring, transforming, storing, processing, and distributing spoken language resources in organisations. This paper introduces an…

计算与语言 · 计算机科学 2007-05-23 Rodney J. Clarke , Dali Dong , Philip C. Windridge

Acoustic word embedding models map variable duration speech segments to fixed dimensional vectors, enabling efficient speech search and discovery. Previous work explored how embeddings can be obtained in zero-resource settings where no…

计算与语言 · 计算机科学 2021-06-25 Christiaan Jacobs , Herman Kamper

Advancing machine intelligence requires developing the ability to perceive across multiple modalities, much as humans sense the world. We introduce OmniVinci, an initiative to build a strong, open-source, omni-modal LLM. We carefully study…

Building language-universal speech recognition systems entails producing phonological units of spoken sound that can be shared across languages. While speech annotations at the language-specific phoneme or surface levels are readily…

计算与语言 · 计算机科学 2021-07-27 Brian Yan , Siddharth Dalmia , David R. Mortensen , Florian Metze , Shinji Watanabe

In this paper, we present a unified model that works for both multilingual and crosslingual prediction of reading times of words in various languages. The secret behind the success of this model is in the preprocessing step where all words…

计算与语言 · 计算机科学 2022-03-01 Joseph Marvin Imperial

We present PolySing#, a calculus that models process interaction based on copyless message passing, in the style of Singularity OS. We equip the calculus with a type system that accommodates polymorphic endpoint types, which are a variant…

编程语言 · 计算机科学 2011-08-03 Viviana Bono , Luca Padovani

This paper describes the system of storage, extract and processing of information structured similarly to the natural language. For recursive inference the system uses the rules having the same representation, as the data. The environment…

计算与语言 · 计算机科学 2007-05-23 Vjacheslav M. Novikov

Deploying Large Language Models (LLMs) locally on mobile devices presents a significant challenge due to their extensive memory requirements. In this paper, we introduce LinguaLinked, a system for decentralized, distributed LLM inference on…

机器学习 · 计算机科学 2023-12-04 Junchen Zhao , Yurun Song , Simeng Liu , Ian G. Harris , Sangeetha Abdu Jyothi

Personalized dialogue systems are an essential step toward better human-machine interaction. Existing personalized dialogue agents rely on properly designed conversational datasets, which are mostly monolingual (e.g., English), which…

In the domain of audio processing, Transfer Learning has facilitated the rise of Self-Supervised Learning and Zero-Shot Learning techniques. These approaches have led to the development of versatile models capable of tackling a wide array…

音频与语音处理 · 电气工程与系统科学 2024-01-22 Soham Deshmukh , Benjamin Elizalde , Rita Singh , Huaming Wang

Various formal languages have been proposed in the literature for the individual-based modelling of ecological systems. These languages differ in their treatment of time and space. Each modelling language offers a distinct view and…

计算机科学中的逻辑 · 计算机科学 2019-01-31 Mauricio Toro

The latency bottleneck of traditional text-to-speech (TTS) systems fundamentally hinders the potential of streaming large language models (LLMs) in conversational AI. These TTS systems, typically trained and inferenced on complete…

计算与语言 · 计算机科学 2025-05-27 Richard He Bai , Zijin Gu , Tatiana Likhomanenko , Navdeep Jaitly

Rapidly developing large language models (LLMs) have brought tremendous intelligent applications. Especially, the GPT-4o's excellent duplex speech interaction ability has brought impressive experience to users. Researchers have recently…

声音 · 计算机科学 2024-12-10 Xiong Wang , Yangze Li , Chaoyou Fu , Yunhang Shen , Lei Xie , Ke Li , Xing Sun , Long Ma

We present a multi-agent system for automation of scientific research tasks, cmbagent (https://github.com/CMBAgents/cmbagent). The system is formed by about 30 Large Language Model (LLM) agents and implements a Planning & Control strategy…

We present plingo, an extension of the ASP system clingo with various probabilistic reasoning modes. Plingo is centered upon LP^MLN, a probabilistic extension of ASP based on a weight scheme from Markov Logic. This choice is motivated by…

人工智能 · 计算机科学 2024-10-23 Susana Hahn , Tomi Janhunen , Roland Kaminski , Javier Romero , Nicolas Rühling , Torsten Schaub

Recent advancements in Speech Large Language Models have significantly enhanced multi-dimensional speech understanding. However, the majority of high-performance frameworks are predominantly optimized for GPU centric ecosystems and…

声音 · 计算机科学 2026-03-12 Yujie Liao , Xuelong Geng , Hongfei Xue , Shuiyuan Wang , Lei Xie