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SpeechLLMs typically combine ASR-trained encoders with text-based LLM backbones, leading them to inherit written-style output patterns unsuitable for text-to-speech synthesis. This mismatch is particularly pronounced in Japanese, where…

Sound · Computer Science 2026-03-16 Mengjie Zhao , Lianbo Liu , Yusuke Fujita , Hao Shi , Yuan Gao , Roman Koshkin , Yui Sudo

Pretrained language models can be effectively stimulated by textual prompts or demonstrations, especially in low-data scenarios. Recent works have focused on automatically searching discrete or continuous prompts or optimized verbalizers,…

Computation and Language · Computer Science 2023-09-20 Xiaozhuan Liang , Ningyu Zhang , Siyuan Cheng , Zhenru Zhang , Chuanqi Tan , Huajun Chen

Conformal prediction provides a model-agnostic framework for uncertainty quantification with finite-sample validity guarantees, making it an attractive tool for constructing reliable prediction sets. However, existing approaches commonly…

Machine Learning · Statistics 2025-05-30 Eshant English , Christoph Lippert

How do typological properties such as word order and morphological case marking affect the ability of neural sequence models to acquire the syntax of a language? Cross-linguistic comparisons of RNNs' syntactic performance (e.g., on…

Computation and Language · Computer Science 2019-03-28 Shauli Ravfogel , Yoav Goldberg , Tal Linzen

We present an open source morphological analyzer for Japanese nouns, verbs and adjectives. The system builds upon the morphological analyzing capabilities of MeCab to incorporate finer details of classification such as politeness, tense,…

Computation and Language · Computer Science 2014-12-17 Yanchuan Sim

Grammar competency estimation is essential for assessing linguistic proficiency in both written and spoken language; however, the spoken modality presents additional challenges due to its spontaneous, unstructured, and disfluent nature.…

Computation and Language · Computer Science 2025-11-18 Sourya Dipta Das , Shubham Kumar , Kuldeep Yadav

Ideological attitudes and stance are often expressed through subtle meanings of words and phrases. Understanding these connotations is critical to recognizing the cultural and emotional perspectives of the speaker. In this paper, we use…

Computation and Language · Computer Science 2021-03-02 Emily Allaway , Kathleen McKeown

Referring expression comprehension (REC) involves localizing a target instance based on a textual description. Recent advancements in REC have been driven by large multimodal models (LMMs) like CogVLM, which achieved 92.44% accuracy on…

Computer Vision and Pattern Recognition · Computer Science 2024-06-25 Jierun Chen , Fangyun Wei , Jinjing Zhao , Sizhe Song , Bohuai Wu , Zhuoxuan Peng , S. -H. Gary Chan , Hongyang Zhang

Recent studies have demonstrated that natural-language prompts can help to leverage the knowledge learned by pre-trained language models for the binary sentence-level sentiment classification task. Specifically, these methods utilize…

Computation and Language · Computer Science 2023-07-04 Mohna Chakraborty , Adithya Kulkarni , Qi Li

The research trend in Japanese predicate-argument structure (PAS) analysis is shifting from pointwise prediction models with local features to global models designed to search for globally optimal solutions. However, the existing global…

Computation and Language · Computer Science 2017-10-13 Yuichiroh Matsubayashi , Kentaro Inui

Is it possible to specify a grammatical representation (descriptors and their application guidelines) to such a degree that it can be consistently applied by different grammarians e.g. for producing a benchmark corpus for parser evaluation?…

cmp-lg · Computer Science 2016-08-31 Atro Voutilainen , Timo Jarvinen

Placeholder translation systems enable the users to specify how a specific phrase is translated in the output sentence. The system is trained to output special placeholder tokens, and the user-specified term is injected into the output…

Computation and Language · Computer Science 2022-03-23 Ryokan Ri , Toshiaki Nakazawa , Yoshimasa Tsuruoka

Motivated by recent findings on the probabilistic modeling of acceptability judgments, we propose syntactic log-odds ratio (SLOR), a normalized language model score, as a metric for referenceless fluency evaluation of natural language…

Computation and Language · Computer Science 2018-09-25 Katharina Kann , Sascha Rothe , Katja Filippova

The offset method for solving word analogies has become a standard evaluation tool for vector-space semantic models: it is considered desirable for a space to represent semantic relations as consistent vector offsets. We show that the…

Computation and Language · Computer Science 2016-06-27 Tal Linzen

Pre-trained language models have proven their unique powers in capturing implicit language features. However, most pre-training approaches focus on the word-level training objective, while sentence-level objectives are rarely studied. In…

Computation and Language · Computer Science 2021-01-01 Zhuofeng Wu , Sinong Wang , Jiatao Gu , Madian Khabsa , Fei Sun , Hao Ma

A statistical model for segmentation and word discovery in continuous speech is presented. An incremental unsupervised learning algorithm to infer word boundaries based on this model is described. Results of empirical tests showing that the…

Computation and Language · Computer Science 2007-05-23 Anand Venkataraman

We investigate in this paper how distributions of occupations with respect to gender is reflected in pre-trained language models. Such distributions are not always aligned to normative ideals, nor do they necessarily reflect a descriptive…

Computation and Language · Computer Science 2023-04-13 Samia Touileb , Lilja Øvrelid , Erik Velldal

This study implements a vector space model approach to measure the sentiment orientations of words. Two representative vectors for positive/negative polarity are constructed using high-dimensional vec-tor space in both an unsupervised and a…

Computation and Language · Computer Science 2018-01-03 Youngsam Kim , Hyopil Shin

Oral exams are a powerful tool to assess student's learning. This is particularly important in introductory statistics classes where students struggle to grasp various topics like the interpretation of probability, $p$-values and more. The…

Other Statistics · Statistics 2025-09-15 Eric Yanchenko

We compare the performance of the APT and AutoPRF metrics for pronoun translation against a manually annotated dataset comprising human judgements as to the correctness of translations of the PROTEST test suite. Although there is some…

Computation and Language · Computer Science 2018-08-14 Liane Guillou , Christian Hardmeier