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Emotional Text-to-Speech (E-TTS) synthesis has garnered significant attention in recent years due to its potential to revolutionize human-computer interaction. However, current E-TTS approaches often struggle to capture the intricacies of…

Computation and Language · Computer Science 2025-02-20 Zhi-Qi Cheng , Xiang Li , Jun-Yan He , Junyao Chen , Xiaomao Fan , Xiaojiang Peng , Alexander G. Hauptmann

Automated essay scoring (AES) is a useful tool in English as a Foreign Language (EFL) writing education, offering real-time essay scores for students and instructors. However, previous AES models were trained on essays and scores irrelevant…

Computation and Language · Computer Science 2025-06-12 Haneul Yoo , Jieun Han , So-Yeon Ahn , Alice Oh

The Semantic Layered Embedding Diffusion (SLED) mechanism redefines the representation of hierarchical semantics within transformer-based architectures, enabling enhanced contextual consistency across a wide array of linguistic tasks. By…

Computation and Language · Computer Science 2025-03-26 Irin Kabakum , Thomas Montgomery , Daniel Ravenwood , Genevieve Harrington

Automated audio captioning models frequently produce overconfident predictions regardless of semantic accuracy, limiting their reliability in deployment. This deficiency stems from two factors: evaluation metrics based on n-gram overlap…

We introduce SemCSE, an unsupervised method for learning semantic embeddings of scientific texts. Building on recent advances in contrastive learning for text embeddings, our approach leverages LLM-generated summaries of scientific…

Computation and Language · Computer Science 2025-07-18 Marc Brinner , Sina Zarriess

To deploy large language models (LLMs) in high-stakes application domains that require substantively accurate responses to open-ended prompts, we need reliable, computationally inexpensive methods that assess the trustworthiness of…

Computation and Language · Computer Science 2025-10-28 Dhrupad Bhardwaj , Julia Kempe , Tim G. J. Rudner

We present novel automatic metrics for machine translation evaluation that use discourse structure and convolution kernels to compare the discourse tree of an automatic translation with that of the human reference. We experiment with five…

Computation and Language · Computer Science 2019-12-02 Shafiq Joty , Francisco Guzman , Lluis Marquez , Preslav Nakov

Assessing the performance of interpreting services is a complex task, given the nuanced nature of spoken language translation, the strategies that interpreters apply, and the diverse expectations of users. The complexity of this task become…

Computation and Language · Computer Science 2024-06-17 Xiaoman Wang , Claudio Fantinuoli

While the task of assessing the plausibility of events such as ''news is relevant'' has been addressed by a growing body of work, less attention has been paid to capturing changes in plausibility as triggered by event modification.…

Computation and Language · Computer Science 2025-07-30 Anna Golub , Beate Zywietz , Annerose Eichel

We hereby present a solution to a semantic textual similarity (STS) problem in which it is necessary to match two sentences containing, as the only distinguishing factor, highly specific information (such as names, addresses, identification…

Computation and Language · Computer Science 2023-11-29 Gioele Cadamuro , Marco Gruppo

In this paper, we present SANE-TTS, a stable and natural end-to-end multilingual TTS model. By the difficulty of obtaining multilingual corpus for given speaker, training multilingual TTS model with monolingual corpora is unavoidable. We…

Audio and Speech Processing · Electrical Eng. & Systems 2022-09-28 Hyunjae Cho , Wonbin Jung , Junhyeok Lee , Sang Hoon Woo

The creation of a quality summarization dataset is an expensive, time-consuming effort, requiring the production and evaluation of summaries by both trained humans and machines. If such effort is made in one language, it would be beneficial…

Computation and Language · Computer Science 2021-12-09 Spencer Braun , Oleg Vasilyev , Neslihan Iskender , John Bohannon

In the recent advances of natural language processing, the scale of the state-of-the-art models and datasets is usually extensive, which challenges the application of sample-based explanation methods in many aspects, such as explanation…

Computation and Language · Computer Science 2021-06-10 Wei Zhang , Ziming Huang , Yada Zhu , Guangnan Ye , Xiaodong Cui , Fan Zhang

We introduce a text-to-speech(TTS) framework based on a neural transducer. We use discretized semantic tokens acquired from wav2vec2.0 embeddings, which makes it easy to adopt a neural transducer for the TTS framework enjoying its monotonic…

Audio and Speech Processing · Electrical Eng. & Systems 2023-11-09 Minchan Kim , Myeonghun Jeong , Byoung Jin Choi , Dongjune Lee , Nam Soo Kim

Argumentative essay generation (AEG) aims to generate complete texts on specific controversial topics or debates. Although current AEG methods can generate individual opinions, they often overlook the high-level connections between these…

Computation and Language · Computer Science 2024-10-31 Ruiyu Xiao , Lei Wu , Yuhang Gou , Weinan Zhang , Ting Liu

In the realm of patent document analysis, assessing semantic similarity between phrases presents a significant challenge, notably amplifying the inherent complexities of Cooperative Patent Classification (CPC) research. Firstly, this study…

Computation and Language · Computer Science 2024-01-17 Liqiang Yu , Bo Liu , Qunwei Lin , Xinyu Zhao , Chang Che

The field of prosody transfer in speech synthesis systems is rapidly advancing. This research is focused on evaluating learning methods for adapting pre-trained monolingual text-to-speech (TTS) models to multilingual conditions, i.e.,…

Computation and Language · Computer Science 2024-06-19 Arnav Goel , Medha Hira , Anubha Gupta

Due to the lack of a large collection of high-quality labeled sentence pairs with textual similarity scores, existing approaches for Semantic Textual Similarity (STS) mostly rely on unsupervised techniques or training signals that are only…

Computation and Language · Computer Science 2023-12-13 Shuhe Wang , Beiming Cao , Shengyu Zhang , Xiaoya Li , Jiwei Li , Fei Wu , Guoyin Wang , Eduard Hovy

We introduce EmphAssess, a prosodic benchmark designed to evaluate the capability of speech-to-speech models to encode and reproduce prosodic emphasis. We apply this to two tasks: speech resynthesis and speech-to-speech translation. In both…

Computation and Language · Computer Science 2024-10-15 Maureen de Seyssel , Antony D'Avirro , Adina Williams , Emmanuel Dupoux

We introduce the Treebank of Learner English (TLE), the first publicly available syntactic treebank for English as a Second Language (ESL). The TLE provides manually annotated POS tags and Universal Dependency (UD) trees for 5,124 sentences…

Computation and Language · Computer Science 2016-06-09 Yevgeni Berzak , Jessica Kenney , Carolyn Spadine , Jing Xian Wang , Lucia Lam , Keiko Sophie Mori , Sebastian Garza , Boris Katz