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Utilizing Cognitive Signals Generated during Human Reading to Enhance Keyphrase Extraction from Microblogs

arXiv cs.CL · 5d ago Cached

This paper investigates whether EEG signals can complement eye-tracking signals for automatic keyphrase extraction from microblogs. Using the ZuCo corpus, the authors show that cognitive signals, especially EEG, improve AKE performance across different models.

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IXI's autofocusing lenses are almost ready to replace multifocal glasses

Hacker News Top · 2026-05-27 Cached

IXI is showcasing working prototypes of autofocusing lenses that use liquid crystal and eye tracking to automatically switch between prescriptions, aiming to replace multifocal glasses.

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Leveraging Vision-Language Models to Detect Attention in Educational Videos

arXiv cs.AI · 2026-05-22 Cached

This paper explores using a Vision-Language Model (VLM) to detect attention loss in educational videos by combining gaze data with video content, but finds that VLM approaches do not outperform traditional machine learning baselines.

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GroupAffect-4: A Multimodal Dataset of Four-Person Collaborative Interaction

arXiv cs.AI · 2026-05-20

This paper introduces GroupAffect-4, a multimodal dataset of 40 participants in 10 four-person groups performing collaborative tasks. It includes aligned physiology, eye-tracking, audio, self-report, and personality data, along with benchmark targets for within-person, between-person, and group-level analysis.

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Probing for Reading Times

arXiv cs.CL · 2026-04-22 Cached

Researchers probe language model representations to predict human reading times across five languages, finding early layers outperform surprisal for early-pass measures while surprisal remains superior for late-pass measures.

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NTIRE 2026 Challenge on Video Saliency Prediction: Methods and Results

Hugging Face Daily Papers · 2026-04-16 Cached

This paper presents the NTIRE 2026 Challenge on Video Saliency Prediction, introducing a novel dataset of 2,000 diverse videos with saliency maps collected via crowdsourced mouse tracking from over 5,000 assessors. Over 20 teams participated, with 7 passing the final phase, and all data is made publicly available.

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