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Customer feedback is invaluable to companies as they refine their products. Monitoring customer feedback can be automated with Aspect Level Sentiment Classification (ALSC) which allows us to analyse specific aspects of the products in…

计算与语言 · 计算机科学 2023-07-13 Dhruv Mullick , Bilal Ghanem , Alona Fyshe

Crowdsourcing provides a flexible approach for leveraging human intelligence to solve large-scale problems, gaining widespread acceptance in domains like intelligent information processing, social decision-making, and crowd ideation.…

人机交互 · 计算机科学 2024-12-06 Lei Chai , Hailong Sun , Jing Zhang

In this paper we describe the insights from an exploratory qualitative pilot study testing the feasibility of a solution that would encourage older adults to participate in online crowdsourcing tasks in a non-computer scenario. Therefore,…

人机交互 · 计算机科学 2018-10-02 Kinga Skorupska , Manuel Nuñez , Wiesław Kopeć , Radosław Nielek

Crowdsourcing is a process wherein an individual or an organisation utilizes the talent pool present over the Internet to accomplish their task. The existing crowdsourcing platforms and their reputation computation are centralised and hence…

密码学与安全 · 计算机科学 2020-06-29 Gurpriya Kaur Bhatia , Shubham Gupta , Alpana Dubey , Ponnurangam Kumaraguru

Efficient audio quality assessment is vital for streamlining audio codec development. Objective assessment tools have been developed over time to algorithmically predict quality ratings from subjective assessments, the gold standard for…

音频与语音处理 · 电气工程与系统科学 2024-11-28 Pablo M. Delgado , Jürgen Herre

Automatic Audio Captioning (AAC) is the task that aims to describe an audio signal using natural language. AAC systems take as input an audio signal and output a free-form text sentence, called a caption. Evaluating such systems is not…

声音 · 计算机科学 2022-11-17 Etienne Labbé , Thomas Pellegrini , Julien Pinquier

In this paper, we present a new open source toolkit for speech recognition, named CAT (CTC-CRF based ASR Toolkit). CAT inherits the data-efficiency of the hybrid approach and the simplicity of the E2E approach, providing a full-fledged…

音频与语音处理 · 电气工程与系统科学 2020-08-07 Keyu An , Hongyu Xiang , Zhijian Ou

We investigate crowdsourcing algorithms for finding the top-quality item within a large collection of objects with unknown intrinsic quality values. This is an important problem with many relevant applications, for example in networked…

人机交互 · 计算机科学 2017-10-03 Alessandro Nordio , Alberto Tarable , Emilio Leonardi , Marco Ajmone Marsan

Performance of spoken language understanding (SLU) can be degraded with automatic speech recognition (ASR) errors. We propose a novel approach to improve SLU robustness by randomly corrupting clean training text with an ASR error simulator,…

计算与语言 · 计算机科学 2022-11-09 Yik-Cheung Tam , Jiacheng Xu , Jiakai Zou , Zecheng Wang , Tinglong Liao , Shuhan Yuan

Supervised classification heavily depends on datasets annotated by humans. However, in subjective tasks such as toxicity classification, these annotations often exhibit low agreement among raters. Annotations have commonly been aggregated…

计算与语言 · 计算机科学 2024-05-17 Negar Mokhberian , Myrl G. Marmarelis , Frederic R. Hopp , Valerio Basile , Fred Morstatter , Kristina Lerman

Output-agreement mechanisms such as ESP Game have been widely used in human computation to obtain reliable human-generated labels. In this paper, we argue that a "time-limited" output-agreement mechanism can be used to create a fast and…

人机交互 · 计算机科学 2017-12-07 Ting-Hao 'Kenneth' Huang , Yun-Nung Chen , Jeffrey P. Bigham

Audio and speech coding lack unified evaluation and open-source testing. Many candidate systems were evaluated on proprietary, non-reproducible, or small data, and machine learning-based codecs are often tested on datasets with similar…

音频与语音处理 · 电气工程与系统科学 2025-08-04 Jozef Coldenhoff , Niclas Granqvist , Milos Cernak

We propose a novel objective evaluation metric for synthesized audio in text-to-audio (TTA), aiming to improve the performance of TTA models. In TTA, subjective evaluation of the synthesized sound is an important, but its implementation…

声音 · 计算机科学 2025-07-02 Minoru Kishi , Ryosuke Sakai , Shinnosuke Takamichi , Yusuke Kanamori , Yuki Okamoto

We explore the use of Chain-of-Thought (CoT) prompting with large language models (LLMs) to improve the accuracy of granular sentiment categorization in app store reviews. Traditional numeric and polarity-based ratings often fail to capture…

计算与语言 · 计算机科学 2025-05-08 Vihaan Miriyala , Smrithi Bukkapatnam , Lavanya Prahallad

Recent text generation research has increasingly focused on open-ended domains such as story and poetry generation. Because models built for such tasks are difficult to evaluate automatically, most researchers in the space justify their…

计算与语言 · 计算机科学 2021-09-15 Marzena Karpinska , Nader Akoury , Mohit Iyyer

Conversational recommender systems (CRSs) are able to elicit user preferences through multi-turn dialogues. They typically incorporate external knowledge and pre-trained language models to capture the dialogue context. Most CRS approaches,…

Crowdsourcing micro-task platforms facilitate subjective media quality assessment by providing access to a highly scale-able, geographically distributed and demographically diverse pool of crowd workers. Those workers participate in the…

多媒体 · 计算机科学 2020-10-01 Babak Naderi , Sebastian Möller

We show how the quality of decisions based on the aggregated opinions of the crowd can be conveniently studied using a sample of individual responses to a standard IQ questionnaire. We aggregated the responses to the IQ questionnaire using…

多智能体系统 · 计算机科学 2024-10-15 Michal Kosinski , Yoram Bachrach , Thore Graepel , Giergji Kasneci , Jurgen Van Gael

Prior work has commonly defined argument retrieval from heterogeneous document collections as a sentence-level classification task. Consequently, argument retrieval suffers both from low recall and from sentence segmentation errors making…

计算与语言 · 计算机科学 2019-11-22 Dietrich Trautmann , Johannes Daxenberger , Christian Stab , Hinrich Schütze , Iryna Gurevych

We propose several improvements to the speech recognition evaluation. First, we propose a string alignment algorithm that supports both multi-reference labeling, arbitrary-length insertions and better word alignment. This is especially…

计算与语言 · 计算机科学 2026-01-30 Oleg Sedukhin , Andrey Kostin