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autonomous outdoor navigation 1direction-aware instructions 1spatial grounding 1trajectory recovery 1vision-language navigation 1

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20242026
most citedOmniSpatial: Towards Comprehensive Spatial Reasoning Benchmark for Vision Language Models

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cs.CL2026

ICT-NLP at SemEval-2026 Task 3: Less Is More -- Multilingual Encoder with Joint Training and Adaptive Ensemble for Dimensional Aspect Sentiment Regression

Liyuan Huang, Jiawei He, Wutao Shen +2

This paper describes our system to SemEval-2026 Task 3 Track A Subtask 1 on Dimensional Aspect Sentiment Regression (DimASR). We propose a lightweight and resource-efficient system…