From the 1 of 6 linked papers with an AI index.
6 papers
Cocktail-Talker: Multi-Speaker Dialog Modeling in Noisy Social Environments with Turn Action GRPO
Xilin Jiang, Riki Shimizu, Sukru Samet Dindar +3
The paper presents Cocktail-Talker, a speech‑language model framework that lets a spoken assistant decide whether to respond, listen, or ignore in multi‑speaker, noisy social conve…
Sympatheia: Emotionally Adaptive Voice Assistant with Continuous Affect Conditioning
Sukru Samet Dindar, Riki Shimizu, Xilin Jiang +1
Empathetic spoken dialogue systems must infer a user's emotional state to respond appropriately, yet everyday speech often carries weak, neutral, or ambiguous affective cues. To ad…
AVMeme Exam: A Multimodal Multilingual Multicultural Benchmark for LLMs' Contextual and Cultural Knowledge and Thinking
Xilin Jiang, Qiaolin Wang, Junkai Wu +30
Internet audio-visual clips convey meaning through time-varying sound and motion, which extend beyond what text alone can represent. To examine whether AI models can understand suc…
AAD-LLM: Neural Attention-Driven Auditory Scene Understanding
Xilin Jiang, Sukru Samet Dindar, Vishal Choudhari +6
Auditory foundation models, including auditory large language models (LLMs), process all sound inputs equally, independent of listener perception. However, human auditory perceptio…
XCOMPS: A Multilingual Benchmark of Conceptual Minimal Pairs
Linyang He, Ercong Nie, Sukru Samet Dindar +10
We introduce XCOMPS in this work, a multilingual conceptual minimal pair dataset covering 17 languages. Using this dataset, we evaluate LLMs' multilingual conceptual understanding…
SSAMBA: Self-Supervised Audio Representation Learning with Mamba State Space Model
Siavash Shams, Sukru Samet Dindar, Xilin Jiang +1
Transformers have revolutionized deep learning across various tasks, including audio representation learning, due to their powerful modeling capabilities. However, they often suffe…