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Unveiling the Limits of Large Language Models in Inferring Pragmatic Meaning from Non-Verbal Responses
new Abstract: Although large language models (LLMs) have shown considerable progress in pragmatic language understanding, prior research has focused mainly on their comprehension of verbal behavior. Nonetheless, non-verbal behavior remains a fundamental component of human communication, especially when deliberately utilized in isolation to convey indirect meanings. In this work, we present the first systematic evaluation of LLMs' ability to infer pragmatic meaning in dialogue consisting...
Real-time body pose non-verbal communication with a consistency-based reliability measure
Announce Type: new Abstract: Body movement communicates intent at distances and in conditions where neither the face, nor speech can be captured. We study the recognition of communicative intent from 2D body pose alone. We argue that body motion is a reliable signal especially in scenarios that require real time low-cost on-device person-to-robot communication in long distance environments, such as rescue missions.
Cybernetic Android Avatar "Yui": System Integration, Field Deployment, and Evaluation
arXiv:2606.08099v1 Announce Type: new Abstract: Remote communication technologies have become widely used; however, supporting a sense of shared physical space and conveying rich non-verbal cues remain challenging in many social interaction scenarios. This study presents "Yui," a full-body cybernetic android avatar designed to integrate operator-side immersive teleoperation with interlocutor-side human-like social signaling. Yui combines a 55-degrees of freedom full-body mechanism with a...
v-HUB: A Benchmark for Video Humor Understanding from Vision and Sound
Announce Type: replace Abstract: AI models capable of comprehending humor hold real-world promise -- for example, enhancing engagement in human-machine interactions. To gauge and diagnose the capacity of multimodal large language models (MLLMs) for humor understanding, we introduce v-HUB, a novel video humor understanding benchmark. v-HUB comprises a curated collection of non-verbal short videos, reflecting real-world scenarios where humor can be appreciated purely through visual cues.
Police find 11yo boy who went missing in wild weather in Perth
Police find autistic boy who went missing in wild weather in Perth overnight Sun 31 May 2026 at 11:01am An 11-year-old autistic boy, who is non-verbal, has been found after going missing from Perth's western suburbs in wild weather on Saturday afternoon. Norman Krakouer was shirtless and wearing only a pair of blue shorts when he was last seen about 5:15pm yesterday near a residence on Lantana Avenue in Mount Claremont.
Breaking: Search for 11yo boy missing in wild weather in Perth
Police search for 11-year-old autistic boy missing in wild weather Sun 31 May 2026 at 11:01am An 11-year-old autistic boy, who is non-verbal, is missing from Perth's western suburbs, with police and SES volunteers searching for him in wet and stormy conditions overnight. Police say they hold grave concerns for Norman Krakouer, who was shirtless and wearing only a pair of blue shorts when he was last seen about 5:15pm yesterday near a residence on Lantana Avenue in Mount Claremont. He is...
'Don’t just stare, give us a smile': A mother’s plea for families living with autism
'Don’t just stare, give us a smile': A mother’s plea for families living with autism For Seri Amalia Khairil, mother to a 13-year-old son with autism, family outings require careful planning and can be stressful when strangers mistake her son’s meltdowns for bad behaviour and judge her as a poor parent. Mohamad Darwisyh Mohamad Azmey’s family has a special swimming trolley that is always packed and ready to go. So, when it was rolled out on a Sunday morning, the then 11-year-old knew they...
Avatar Forcing: Real-Time Interactive Head Avatar Generation for Natural Conversation
Announce Type: replace Abstract: Talking head generation creates lifelike avatars from static portraits for virtual communication and content creation. However, current models do not yet convey the feeling of truly interactive communication, often generating one-way responses that lack emotional engagement. We identify two key challenges toward truly interactive avatars: generating motion in real-time under causal constraints and learning expressive, vibrant reactions without additional...
'Slap in the face': Mother's scathing assessment of NDIS bill
NDIS inquiry warned changes could push families into crisis and towards child protection services Tue 9 Jun 2026 at 3:46pm In short: The first of three days of Senate hearings probing the government's dramatic NDIS bill has kicked off in Melbourne. Advocates aired a raft of concerns about the proposed legislation, including about changes they worry will push more responsibilities onto exhausted families. NDIS and other government officials are scheduled to give evidence later in the week.
Almost one-third of NT children in care allegedly harmed, report finds
Almost one-third of NT children in care allegedly harmed in 2024-25, report finds Tue 2 Jun 2026 at 4:42pm In short: A new report from the Office of the Children's Commissioner has found almost one-third of children in out-of-home care in the NT were allegedly harmed last financial year. The Monitoring Harm in Care Report has been criticised by the NT's child protection minister, who questioned the data's validity. The report comes after the NT government introduced new child protection...