12 citations · 29 across the 20 of their papers we have counts for
5 papers · 1 filter
HyperThink: Text-to-Parameter Hypernetworks for Efficient Reasoning
Donggyun Kim, Jack Lu, Chanwoo Kim +2
Long-form thinking traces can substantially improve the multi-step reasoning performance of large language models (LLMs), but they introduce high inference-time overhead, with late…
ToolDF: Tool-Integrated Reasoning for Mixed-Authenticity Audio Deepfake Detection
Taewoo Kim, Young Han Lee, Nam In Park +1
Audio deepfake detection is commonly formulated as clip-level binary classification of single-domain audio. However, real-world manipulated audio can exhibit mixed authenticity, wh…
Beyond Short Segments : Expanding Speaker Embeddings with Vector Archives
Hyunku Kang, Minkyu Cho, Chanwoo Kim
The performance of state-of-the-art speaker verification (SV) systems severely degrades on short utterances due to insufficient speaker-specific information. To address this critic…
SISER: Speaker-Invariant Speech Emotion Recognition with Entropy-Based Adversarial Training
Eunseo Choi, Hyunku Kang, Chanwoo Kim
Speech emotion recognition (SER) faces two fundamental challenges: scarcity of labeled data and inter-speaker variability, both of which hinder generalization of emotion recognitio…
Efficient Punctuation Restoration via Weighted Lookahead Scoring Method for Streaming ASR Systems
Sungmook Woo, Hyungu Kang, Chanwoo Kim
Punctuation restoration improves ASR (Automatic Speech Recognition) readability. However streaming ASR requires online decisions with limited future context. In streaming ASR, the…