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The Visual Question Answering (VQA) task aspires to provide a meaningful testbed for the development of AI models that can jointly reason over visual and natural language inputs. Despite a proliferation of VQA datasets, this goal is…

Computer Vision and Pattern Recognition · Computer Science 2022-06-06 Dustin Schwenk , Apoorv Khandelwal , Christopher Clark , Kenneth Marino , Roozbeh Mottaghi

The integration of artificial intelligence into development research methodologies presents unprecedented opportunities for addressing persistent challenges in participatory research, particularly in linguistically diverse regions like…

Computers and Society · Computer Science 2024-11-14 Xinjie Zhao , Shyaman Maduranga Sriwarnasinghe , Jiacheng Tang , Shiyun Wang , Hao Wang , So Morikawa

We introduce Stanza, an open-source Python natural language processing toolkit supporting 66 human languages. Compared to existing widely used toolkits, Stanza features a language-agnostic fully neural pipeline for text analysis, including…

Computation and Language · Computer Science 2020-04-24 Peng Qi , Yuhao Zhang , Yuhui Zhang , Jason Bolton , Christopher D. Manning

In this paper, we introduce SWE-QA, a text and code corpus aimed at benchmarking multi-hop code comprehension, addressing the gap between simplified evaluation tasks and the complex reasoning required in real-world software development.…

Software Engineering · Computer Science 2026-04-29 Laïla Elkoussy , Julien Perez

Advancement in Large Language Models (LLMs) reasoning capabilities enables them to solve scientific problems with enhanced efficacy. Thereby, a high-quality benchmark for comprehensive and appropriate assessment holds significance, while…

The Speech Wikimedia Dataset is a publicly available compilation of audio with transcriptions extracted from Wikimedia Commons. It includes 1780 hours (195 GB) of CC-BY-SA licensed transcribed speech from a diverse set of scenarios and…

Artificial Intelligence · Computer Science 2023-08-31 Rafael Mosquera Gómez , Julián Eusse , Juan Ciro , Daniel Galvez , Ryan Hileman , Kurt Bollacker , David Kanter

Sign languages are the primary means of communication for many hard-of-hearing people worldwide. Recently, to bridge the communication gap between the hard-of-hearing community and the rest of the population, several sign language…

Computation and Language · Computer Science 2023-07-12 Abhinav Joshi , Susmit Agrawal , Ashutosh Modi

We present LEGAL-UQA, the first Urdu legal question-answering dataset derived from Pakistan's constitution. This parallel English-Urdu dataset includes 619 question-answer pairs, each with corresponding legal article contexts, addressing…

Computation and Language · Computer Science 2024-10-18 Faizan Faisal , Umair Yousaf

Machine Translation (MT) is an area in natural language processing, which focus on translating from one language to another. Many approaches ranging from statistical methods to deep learning approaches are used in order to achieve MT.…

Computation and Language · Computer Science 2019-07-09 J. K. Joseph , W. M. T. Chathurika , A. Nugaliyadde , Y. Mallawarachchi

Open domain question answering (OpenQA) tasks have been recently attracting more and more attention from the natural language processing (NLP) community. In this work, we present the first free-form multiple-choice OpenQA dataset for…

Computation and Language · Computer Science 2020-09-29 Di Jin , Eileen Pan , Nassim Oufattole , Wei-Hung Weng , Hanyi Fang , Peter Szolovits

Visual Question Answering (VQA) task has showcased a new stage of interaction between language and vision, two of the most pivotal components of artificial intelligence. However, it has mostly focused on generating short and repetitive…

Computer Vision and Pattern Recognition · Computer Science 2016-09-22 Andrew Shin , Yoshitaka Ushiku , Tatsuya Harada

In this study, we introduce BEnQA, a dataset comprising parallel Bengali and English exam questions for middle and high school levels in Bangladesh. Our dataset consists of approximately 5K questions covering several subjects in science…

Computation and Language · Computer Science 2024-03-19 Sheikh Shafayat , H M Quamran Hasan , Minhajur Rahman Chowdhury Mahim , Rifki Afina Putri , James Thorne , Alice Oh

Large Language Models (LLMs) have demonstrated impressive performance in various NLP tasks, but they still suffer from challenges such as hallucination and weak numerical reasoning. To overcome these challenges, external tools can be used…

Computation and Language · Computer Science 2023-06-26 Yuchen Zhuang , Yue Yu , Kuan Wang , Haotian Sun , Chao Zhang

Slang is a predominant form of informal language making flexible and extended use of words that is notoriously hard for natural language processing systems to interpret. Existing approaches to slang interpretation tend to rely on context…

Computation and Language · Computer Science 2022-05-03 Zhewei Sun , Richard Zemel , Yang Xu

The need for Question Answering datasets in low resource languages is the motivation of this research, leading to the development of Kencorpus Swahili Question Answering Dataset, KenSwQuAD. This dataset is annotated from raw story texts of…

Computation and Language · Computer Science 2025-01-17 Barack W. Wanjawa , Lilian D. A. Wanzare , Florence Indede , Owen McOnyango , Lawrence Muchemi , Edward Ombui

Scenario-based question answering (SQA) has attracted increasing research attention. It typically requires retrieving and integrating knowledge from multiple sources, and applying general knowledge to a specific case described by a…

Computation and Language · Computer Science 2019-08-22 Zixian Huang , Yulin Shen , Xiao Li , Yuang Wei , Gong Cheng , Lin Zhou , Xinyu Dai , Yuzhong Qu

We present a preview of the Syntactic Acceptability Dataset, a resource being designed for both syntax and computational linguistics research. In its current form, the dataset comprises 1,000 English sequences from the syntactic discourse:…

Computation and Language · Computer Science 2025-06-24 Tom S Juzek

The advent of large language models (LLMs) has led to significant achievements in various domains, including legal text processing. Leveraging LLMs for legal tasks is a natural evolution and an increasingly compelling choice. However, their…

Computation and Language · Computer Science 2025-07-29 Tan-Minh Nguyen , Hoang-Trung Nguyen , Trong-Khoi Dao , Xuan-Hieu Phan , Ha-Thanh Nguyen , Thi-Hai-Yen Vuong

Current visual question answering (VQA) tasks mainly consider answering human-annotated questions for natural images. However, aside from natural images, abstract diagrams with semantic richness are still understudied in visual…

Computer Vision and Pattern Recognition · Computer Science 2022-07-26 Pan Lu , Liang Qiu , Jiaqi Chen , Tony Xia , Yizhou Zhao , Wei Zhang , Zhou Yu , Xiaodan Liang , Song-Chun Zhu

The potential social harms that large language models pose, such as generating offensive content and reinforcing biases, are steeply rising. Existing works focus on coping with this concern while interacting with ill-intentioned users, such…