NextMotionQA benchmark reveals VLMs have critical gaps in fine-grained human motion understanding and align with experts on coarse judgment (κ=0.70) but not fine-grained (κ=0.10).
V ar D ial Evaluation Campaign 2024: Commonsense Reasoning in Dialects and Multi-Label Similar Language Identification
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Manual audit shows web-scraped Lombard corpora are largely noisy and biased toward Western varieties over Eastern ones.
citing papers explorer
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NextMotionQA: Benchmarking and Judging Human Motion Understanding with Vision-Language Models
NextMotionQA benchmark reveals VLMs have critical gaps in fine-grained human motion understanding and align with experts on coarse judgment (κ=0.70) but not fine-grained (κ=0.10).
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"Chi nas dal soch el sent de legn" -- Auditing Text Corpora for Lombard
Manual audit shows web-scraped Lombard corpora are largely noisy and biased toward Western varieties over Eastern ones.