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Spoken Language Understanding infers semantic meaning directly from audio data, and thus promises to reduce error propagation and misunderstandings in end-user applications. However, publicly available SLU resources are limited. In this…

Computation and Language · Computer Science 2020-11-30 Emanuele Bastianelli , Andrea Vanzo , Pawel Swietojanski , Verena Rieser

We present Semi-Structured Explanations for COPA (COPA-SSE), a new crowdsourced dataset of 9,747 semi-structured, English common sense explanations for Choice of Plausible Alternatives (COPA) questions. The explanations are formatted as a…

Computation and Language · Computer Science 2022-05-13 Ana Brassard , Benjamin Heinzerling , Pride Kavumba , Kentaro Inui

Vision-Language Models (VLMs) have been increasingly applied in real-world scenarios due to their outstanding understanding and reasoning capabilities. Although VLMs have already demonstrated impressive capabilities in common visual…

Computer Vision and Pattern Recognition · Computer Science 2026-02-25 Yuechen Xie , Xiaoyan Zhang , Yicheng Shan , Hao Zhu , Rui Tang , Rong Wei , Mingli Song , Yuanyu Wan , Jie Song

Visual Question Answering (VQA) methods have made incredible progress, but suffer from a failure to generalize. This is visible in the fact that they are vulnerable to learning coincidental correlations in the data rather than deeper…

Computer Vision and Pattern Recognition · Computer Science 2020-02-27 Xinyu Wang , Yuliang Liu , Chunhua Shen , Chun Chet Ng , Canjie Luo , Lianwen Jin , Chee Seng Chan , Anton van den Hengel , Liangwei Wang

Financial decision-making in multilingual settings demands accurate numerical reasoning grounded in diverse modalities, yet existing benchmarks largely overlook this high-stakes, real-world challenge, especially for Indic languages. We…

Computation and Language · Computer Science 2026-05-14 Sarmistha Das , Vaibhav Vishal , Syed Ibrahim Ahmad , Manish Gupta , Sriparna Saha

Scientific machine reading comprehension (SMRC) aims to understand scientific texts through interactions with humans by given questions. As far as we know, there is only one dataset focused on exploring full-text scientific machine reading…

Computation and Language · Computer Science 2023-06-27 Xiao Zhang , Heqi Zheng , Yuxiang Nie , Heyan Huang , Xian-Ling Mao

The possible consequences for the same context may vary depending on the situation we refer to. However, current studies in natural language processing do not focus on situated commonsense reasoning under multiple possible scenarios. This…

Computation and Language · Computer Science 2022-09-19 Mana Ashida , Saku Sugawara

A riddle is a question or statement with double or veiled meanings, followed by an unexpected answer. Solving riddle is a challenging task for both machine and human, testing the capability of understanding figurative, creative natural…

Computation and Language · Computer Science 2022-03-21 Yunxiang Zhang , Xiaojun Wan

Mathematical reasoning skills are essential for general-purpose intelligent systems to perform tasks from grocery shopping to climate modeling. Towards evaluating and improving AI systems in this domain, we propose LILA, a unified…

Language models have demonstrated remarkable performance on complex multi-step reasoning tasks. However, their evaluation has been predominantly confined to high-resource languages such as English. In this paper, we introduce a manually…

Computation and Language · Computer Science 2025-12-04 Khondoker Ittehadul Islam , Gabriele Sarti

Embodied language comprehension emphasizes that language understanding is not solely a matter of mental processing in the brain but also involves interactions with the physical and social environment. With the explosive growth of Large…

Computation and Language · Computer Science 2023-10-23 Chang Shu , Jiuzhou Han , Fangyu Liu , Ehsan Shareghi , Nigel Collier

In this paper, we introduce Bangla-Bayanno, an open-ended Visual Question Answering (VQA) Dataset in Bangla, a widely used, low-resource language in multimodal AI research. The majority of existing datasets are either manually annotated…

Computation and Language · Computer Science 2025-08-28 Mohammed Rakibul Hasan , Rafi Majid , Ahanaf Tahmid

Bangla is a language spoken by approximately 240 million native speakers and around 300 million people worldwide. Despite being the 5th largest spoken language in the world, Bangla is still a "low-resource" language, and existing pretrained…

Computation and Language · Computer Science 2025-10-08 Abdullah Khan Zehady , Shubhashis Roy Dipta , Naymul Islam , Safi Al Mamun , Santu Karmaker

We present Persian Question Answering Dataset (PQuAD), a crowdsourced reading comprehension dataset on Persian Wikipedia articles. It includes 80,000 questions along with their answers, with 25% of the questions being adversarially…

Computation and Language · Computer Science 2023-02-22 Kasra Darvishi , Newsha Shahbodagh , Zahra Abbasiantaeb , Saeedeh Momtazi

Confidently making progress on multilingual modeling requires challenging, trustworthy evaluations. We present TyDi QA---a question answering dataset covering 11 typologically diverse languages with 204K question-answer pairs. The languages…

Computation and Language · Computer Science 2020-03-12 Jonathan H. Clark , Eunsol Choi , Michael Collins , Dan Garrette , Tom Kwiatkowski , Vitaly Nikolaev , Jennimaria Palomaki

Accessing knowledge via multilingual natural-language interfaces is one of the emerging challenges in the field of information retrieval and related ones. Structured knowledge stored in knowledge graphs can be queried via a specific query…

Computation and Language · Computer Science 2025-07-24 Aleksandr Perevalov , Andreas Both

Reading comprehension by machine has been widely studied, but machine comprehension of spoken content is still a less investigated problem. In this paper, we release Open-Domain Spoken Question Answering Dataset (ODSQA) with more than three…

Computation and Language · Computer Science 2018-08-08 Chia-Hsuan Lee , Shang-Ming Wang , Huan-Cheng Chang , Hung-Yi Lee

Smooth and effective communication requires the ability to perform latent or explicit commonsense inference. Prior commonsense reasoning benchmarks (such as SocialIQA and CommonsenseQA) mainly focus on the discriminative task of choosing…

Computation and Language · Computer Science 2021-09-23 Pei Zhou , Karthik Gopalakrishnan , Behnam Hedayatnia , Seokhwan Kim , Jay Pujara , Xiang Ren , Yang Liu , Dilek Hakkani-Tur

Commonsense reasoning is a critical aspect of human communication. Despite recent advances in conversational AI driven by large language models, commonsense reasoning remains a challenging task. In this work, we introduce SYNDICOM - a…

Computation and Language · Computer Science 2023-09-20 Christopher Richardson , Anirudh Sundar , Larry Heck

Thanks to the development of the Semantic Web, a lot of new structured data has become available on the Web in the form of knowledge bases (KBs). Making this valuable data accessible and usable for end-users is one of the main goals of…

Artificial Intelligence · Computer Science 2018-03-05 Dennis Diefenbach , Andreas Both , Kamal Singh , Pierre Maret
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