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Inferring evaluation scores based on human judgments is invaluable compared to using current evaluation metrics which are not suitable for real-time applications e.g. post-editing. However, these judgments are much more expensive to collect…

计算与语言 · 计算机科学 2013-07-09 Ibrahim Sabek , Noha A. Yousri , Nagwa Elmakky , Mona Habib

Comparing human and model performance offers a valuable perspective for understanding the strengths and limitations of embedding models, highlighting where they succeed and where they fail to capture meaning and nuance. However, such…

计算与语言 · 计算机科学 2025-12-05 Adnan El Assadi , Isaac Chung , Roman Solomatin , Niklas Muennighoff , Kenneth Enevoldsen

This paper presents an end-to-end response selection model for Track 1 of the 7th Dialogue System Technology Challenges (DSTC7). This task focuses on selecting the correct next utterance from a set of candidates given a partial…

计算与语言 · 计算机科学 2019-01-08 Jia-Chen Gu , Zhen-Hua Ling , Yu-Ping Ruan , Quan Liu

With the growing presence of multilingual users on social media, detecting abusive language in code-mixed text has become increasingly challenging. Code-mixed communication, where users seamlessly switch between English and their native…

计算与语言 · 计算机科学 2025-05-01 Manish Pandey , Nageshwar Prasad Yadav , Mokshada Adduru , Sawan Rai

This paper reports an increment to the state-of-the-art in hate speech detection for English-Hindi code-mixed tweets. We compare three typical deep learning models using domain-specific embeddings. On experimenting with a benchmark dataset…

计算与语言 · 计算机科学 2018-11-14 Satyajit Kamble , Aditya Joshi

The increase in abusive content on online social media platforms is impacting the social life of online users. Use of offensive and hate speech has been making so-cial media toxic. Homophobia and transphobia constitute offensive comments…

计算与语言 · 计算机科学 2023-04-05 Deepawali Sharma , Vedika Gupta , Vivek Kumar Singh

This paper is a contribution to the Hate Speech and Offensive Content Identification in Indo-European Languages (HASOC) 2021 shared task. Social media today is a hotbed of toxic and hateful conversations, in various languages. Recent news…

The rise of social media and online communication platforms has led to the spread of Arabic textual posts and memes as a key form of digital expression. While these contents can be humorous and informative, they are also increasingly being…

计算与语言 · 计算机科学 2025-08-25 Nouar AlDahoul , Yasir Zaki

Text classification has been one of the earliest problems in NLP. Over time the scope of application areas has broadened and the difficulty of dealing with new areas (e.g., noisy social media content) has increased. The problem-solving…

计算与语言 · 计算机科学 2020-11-10 Tanvirul Alam , Akib Khan , Firoj Alam

We study the effect of applying a language model (LM) on the output of Automatic Speech Recognition (ASR) systems for Indic languages. We fine-tune wav2vec $2.0$ models for $18$ Indic languages and adjust the results with language models…

With an evergrowing number of LLMs reporting superlative performance for English, their ability to perform equitably for different dialects of English ($\textit{i.e.}$, dialect robustness) needs to be ascertained. Specifically, we use…

计算与语言 · 计算机科学 2024-12-13 Dipankar Srirag , Nihar Ranjan Sahoo , Aditya Joshi

Hate speech detection on social media faces challenges in both accuracy and explainability, especially for underexplored Indic languages. We propose a novel explainability-guided training framework, X-MuTeST (eXplainable Multilingual haTe…

Text normalization is an essential preprocessing step in many natural language processing (NLP) tasks, and stemming is one such normalization technique that reduces words to their base or root form. However, evaluating stemming methods is…

计算与语言 · 计算机科学 2025-11-26 Md Abdullah Al Kafi , Raka Moni , Sumit Kumar Banshal

This paper presents HITSZ's submission for the IWSLT 2025 Indic track, focusing on speech-to-text translation (ST) for English-to-Indic and Indic-to-English language pairs. To enhance translation quality in this low-resource scenario, we…

计算与语言 · 计算机科学 2025-07-29 Xuchen Wei , Yangxin Wu , Yaoyin Zhang , Henglyu Liu , Kehai Chen , Xuefeng Bai , Min Zhang

Noise reduction is a crucial aspect of hearing aids, which researchers have been striving to address over the years. However, most existing noise reduction algorithms have primarily been evaluated using English. Considering the linguistic…

音频与语音处理 · 电气工程与系统科学 2023-06-28 Malitha Gunawardhana , Chathuki Navanjana , Dinithi Fernando , Nipuna Upeksha , Anjula De Silva

A key challenge in MT evaluation is the inherent noise and inconsistency of human ratings. Regression-based neural metrics struggle with this noise, while prompting LLMs shows promise at system-level evaluation but performs poorly at…

计算与语言 · 计算机科学 2025-04-21 Shaomu Tan , Christof Monz

Machine Translation (MT) is one of the most prominent tasks in Natural Language Processing (NLP) which involves the automatic conversion of texts from one natural language to another while preserving its meaning and fluency. Although the…

计算与语言 · 计算机科学 2023-09-26 Kavit Gangar , Hardik Ruparel , Shreyas Lele

Building conversational speech recognition systems for new languages is constrained by the availability of utterances that capture user-device interactions. Data collection is both expensive and limited by the speed of manual transcription.…

计算与语言 · 计算机科学 2019-12-03 Surabhi Punjabi , Harish Arsikere , Sri Garimella

In a multilingual or sociolingual configuration Intra-sentential Code Switching (ICS) or Code Mixing (CM) is frequently observed nowadays. In the world, most of the people know more than one language. CM usage is especially apparent in…

计算与语言 · 计算机科学 2020-10-12 Sunil Gundapu , Radhika Mamidi

Natural language processing (NLP) techniques have become mainstream in the recent decade. Most of these advances are attributed to the processing of a single language. More recently, with the extensive growth of social media platforms focus…

计算与语言 · 计算机科学 2022-01-12 Ramchandra Joshi , Raviraj Joshi