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While existing Aspect-based Sentiment Analysis (ABSA) has received extensive effort and advancement, there are still gaps in defining a more holistic research target seamlessly integrating multimodality, conversation context,…

Computation and Language · Computer Science 2024-09-10 Meng Luo , Hao Fei , Bobo Li , Shengqiong Wu , Qian Liu , Soujanya Poria , Erik Cambria , Mong-Li Lee , Wynne Hsu

Language models require tokenized inputs. However, tokenization strategies for continuous data like audio and vision are often based on simple heuristics such as fixed sized convolutions or discrete clustering, which do not necessarily…

Computation and Language · Computer Science 2024-10-08 Alan Baade , Puyuan Peng , David Harwath

Weakly-supervised segmentation (WSS) has emerged as a solution to mitigate the conflict between annotation cost and model performance by adopting sparse annotation formats (e.g., point, scribble, block, etc.). Typical approaches attempt to…

Computer Vision and Pattern Recognition · Computer Science 2024-12-25 Y. Liu , L. Lin , K. K. Y. Wong , X. Tang

Prosody is usually defined in terms of the three distinct but interacting domains of pitch, intensity and duration patterning, or, more generally, as phonological and phonetic properties of 'suprasegmentals', speech segments which are…

Computation and Language · Computer Science 2018-05-16 Dafydd Gibbon

Humans can robustly recognize and localize objects by using visual and/or auditory cues. While machines are able to do the same with visual data already, less work has been done with sounds. This work develops an approach for scene…

Sound · Computer Science 2022-03-01 Dengxin Dai , Arun Balajee Vasudevan , Jiri Matas , Luc Van Gool

Co-salient object detection (CoSOD) aims to identify the common and salient (usually in the foreground) regions across a given group of images. Although achieving significant progress, state-of-the-art CoSODs could be easily affected by…

Computer Vision and Pattern Recognition · Computer Science 2024-04-15 Jiayi Zhu , Qing Guo , Felix Juefei-Xu , Yihao Huang , Yang Liu , Geguang Pu

In expressive and controllable Text-to-Speech (TTS), explicit prosodic features significantly improve the naturalness and controllability of synthesised speech. However, manual prosody annotation is labor-intensive and inconsistent. To…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-12 Jinzuomu Zhong , Yang Li , Hui Huang , Korin Richmond , Jie Liu , Zhiba Su , Jing Guo , Benlai Tang , Fengjie Zhu

Composing finite-state transducers (FSTs) for context-dependent morphophonological rules -- consonant gradation, vowel harmony, possessive suffix assimilation -- leads to multiplicative state explosion; neural models sidestep the problem…

Computation and Language · Computer Science 2026-05-28 Yongseok Jang

Soft prompt tuning techniques have recently gained traction as an effective strategy for the parameter-efficient tuning of pretrained language models, particularly minimizing the required adjustment of model parameters. Despite their…

Computation and Language · Computer Science 2024-06-11 MohammadAli SadraeiJavaeri , Ehsaneddin Asgari , Alice Carolyn McHardy , Hamid Reza Rabiee

Prompt tuning (PT), a parameter-efficient technique that only tunes the additional prompt embeddings while keeping the backbone pre-trained language model (PLM) frozen, has shown promising results in language understanding tasks, especially…

Computation and Language · Computer Science 2023-08-08 Mathieu Ravaut , Hailin Chen , Ruochen Zhao , Chengwei Qin , Shafiq Joty , Nancy Chen

Prosody describes both form and function of a sentence using the suprasegmental features of speech. Prosody phenomena are explored in the domain of higher phonological constituents such as word, phonological phrase and intonational phrase.…

Computation and Language · Computer Science 2017-05-10 Somnath Roy

This study proposes a segmental-level prosodic probing framework to evaluate neural TTS models' ability to reproduce consonant-induced f0 perturbation, a fine-grained segmental-prosodic effect that reflects local articulatory mechanisms. We…

Computation and Language · Computer Science 2026-03-24 Tianle Yang , Chengzhe Sun , Phil Rose , Cassandra L. Jacobs , Siwei Lyu

This paper introduces Conchordal, a bio-acoustic instrument for generative composition whose sonic agents are governed by artificial life dynamics within a psychoacoustic fitness landscape. The system is built on Direct Cognitive Coupling…

Multiagent Systems · Computer Science 2026-03-27 Koichi Takahashi

This paper proposes a new "decompose-and-edit" paradigm for the text-based speech insertion task that facilitates arbitrary-length speech insertion and even full sentence generation. In the proposed paradigm, global and local factors in…

Audio and Speech Processing · Electrical Eng. & Systems 2022-06-29 Dacheng Yin , Chuanxin Tang , Yanqing Liu , Xiaoqiang Wang , Zhiyuan Zhao , Yucheng Zhao , Zhiwei Xiong , Sheng Zhao , Chong Luo

In-context learning is a promising paradigm that utilizes in-context examples as prompts for the predictions of large language models. These prompts are crucial for achieving strong performance. However, since the prompts need to be sampled…

Computation and Language · Computer Science 2025-07-15 Shaokun Zhang , Xiaobo Xia , Zhaoqing Wang , Ling-Hao Chen , Jiale Liu , Qingyun Wu , Tongliang Liu

In music and speech, meaning is derived at multiple levels of context. Affect, for example, can be inferred both by a short sound token and by sonic patterns over a longer temporal window such as an entire recording. In this letter, we…

Sound · Computer Science 2022-09-12 Camille Noufi , Prateek Verma

The way speech prosody encodes linguistic, paralinguistic and non-linguistic information via multiparametric representations of the speech signals is still an open issue. The Superposition of Functional Contours (SFC) model proposes to…

Audio and Speech Processing · Electrical Eng. & Systems 2018-11-09 Branislav Gerazov , Gérard Bailly , Yi Xu

Most End-to-End SLU methods depend on the pretrained ASR or language model features for intent prediction. However, other essential information in speech, such as prosody, is often ignored. Recent research has shown improved results in…

Computation and Language · Computer Science 2023-05-16 Shangeth Rajaa

Language-queried audio source separation (LASS) is a new paradigm for computational auditory scene analysis (CASA). LASS aims to separate a target sound from an audio mixture given a natural language query, which provides a natural and…

Audio and Speech Processing · Electrical Eng. & Systems 2024-12-03 Xubo Liu , Qiuqiang Kong , Yan Zhao , Haohe Liu , Yi Yuan , Yuzhuo Liu , Rui Xia , Yuxuan Wang , Mark D. Plumbley , Wenwu Wang

Natural language is characterized by compositionality: the meaning of a complex expression is constructed from the meanings of its constituent parts. To facilitate the evaluation of the compositional abilities of language processing…

Computation and Language · Computer Science 2020-10-13 Najoung Kim , Tal Linzen