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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…

Computation and Language · Computer Science 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.…

Computation and Language · Computer Science 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…

Computation and Language · Computer Science 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…

Hardware Architecture · Computer Science 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…

Computation and Language · Computer Science 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…

Computation and Language · Computer Science 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…

Computation and Language · Computer Science 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…

Computation and Language · Computer Science 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…

Programming Languages · Computer Science 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…

Computation and Language · Computer Science 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…

Machine Learning · Computer Science 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…

Computation and Language · Computer Science 2020-04-09 Zhaojiang Lin , Zihan Liu , Genta Indra Winata , Samuel Cahyawijaya , Andrea Madotto , Yejin Bang , Etsuko Ishii , Pascale Fung

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…

Audio and Speech Processing · Electrical Eng. & Systems 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…

Logic in Computer Science · Computer Science 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…

Computation and Language · Computer Science 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…

Sound · Computer Science 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…

Artificial Intelligence · Computer Science 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…

Sound · Computer Science 2026-03-12 Yujie Liao , Xuelong Geng , Hongfei Xue , Shuiyuan Wang , Lei Xie
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