data collection

Learning from Biased and Costly Data Sources: Minimax-optimal Data Collection under a Budget (extended abstract) COLT 2026 Leveraging Digitized Newspapers to Collect Summarization Data in Low-Resource Languages EACL 2026 Challenges and practical guidelines for atypical speech data collection, annotation, usage and sharing: A multi-project perspective Interspeech 2025 Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia ACL 2025 DaCoM: Strategies to Construct Domain-specific Low-resource Language Machine Translation Dataset COLING 2025 Donate or Create? Comparing Data Collection Strategies for Emotion-labeled Multimodal Social Media Posts ACL 2025 Doubly Optimal Policy Evaluation for Reinforcement Learning ICLR 2025 Field to Model: Pairing Community Data Collection with Scalable NLP through the LiFE Suite ACL 2025 From Scarcity to Sufficiency: Speech Recognition Pipeline for Zero-resource Language Interspeech 2025 Nosey: Open-Source Hardware for Acoustic Nasalance Interspeech 2025 Optimal Planning to Coordinate Science Data Collection and Downlink for a Constellation of Agile Satellites with Limited Storage IJCAI 2025 Optimizing Data Collection for Machine Learning JMLR 2025 Quest2DataAgent: Automating End-to-End Scientific Data Collection EMNLP 2025 Robot Learning with Super-Linear Scaling RSS 2025 Self-Improvement in Multimodal Large Language Models: A Survey EMNLP 2025 The Impact of On-Policy Parallelized Data Collection on Deep Reinforcement Learning Networks ICML 2025 The ShareLM Collection and Plugin: Contributing Human-Model Chats for the Benefit of the Community ACL 2025 The Speech Accessibility Project: Best Practices for Collection and Curation of Disordered Speech Interspeech 2025 ATLAS: A System for PDF-centric Human Interaction Data Collection NAACL 2024 Connecting Language Technologies with Rich, Diverse Data Sources Covering Thousands of Languages COLING 2024 DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AI EACL 2024 From Field Linguistics to NLP: Creating a curated dataset in Amuzgo language NAACL 2024 IndicVoices: Towards building an Inclusive Multilingual Speech Dataset for Indian Languages ACL 2024 INMT-Lite: Accelerating Low-Resource Language Data Collection via Offline Interactive Neural Machine Translation COLING 2024 Sound of Traffic: A Dataset for Acoustic Traffic Identification and Counting Interspeech 2024