From the 2 of 24 linked papers with an AI index.
15 papers · 1 filter
MemUse: Moving Memory Evaluation from Direct QA to Natural Integration in Long-Term Human-AI Conversation
Ryuichi Sumida, Koji Inoue, Tatsuya Kawahara
Memory systems for conversational LLMs are conventionally evaluated by direct, fact-seeking questions about prior dialogue (Direct QA): can the model recall fact X from a prior con…
On the Structure of Address in Multi-Party Dialogue: From Discrete Labels to Continuous Levels
Taiga Mori, Koji Inoue, Divesh Lala +1
In multi-party dialogues between a dialogue system and multiple users, identifying to whom an utterance is addressed is a key challenge. Prior work has typically treated addressee…
I Understand How You Feel: Enhancing Deeper Emotional Support Through Multilingual Emotional Validation in Dialogue System
Zi Haur Pang, Yahui Fu, Koji Inoue +1
Emotional validation - explicitly acknowledging that a user's feelings make sense - has proven therapeutic value but has received little computational attention. Emotional validati…
Toward Signing Activity Projection in Sign Language Interaction
Takao Obi, Wang Yusong, Koji Inoue +1
Social robots must interact robustly not only with users assumed by speech-centered systems but also with diverse users whose communication relies on different modalities, e.g., si…
Emotion Transcription in Conversation: A Benchmark for Capturing Subtle and Complex Emotional States through Natural Language
Yoshiki Tanaka, Ryuichi Uehara, Koji Inoue +1
Emotion Recognition in Conversation (ERC) is critical for enabling natural human-machine interactions. However, existing methods predominantly employ categorical or dimensional emo…
Enhancing Long-term RAG Chatbots with Psychological Models of Memory Importance and Forgetting
Ryuichi Sumida, Koji Inoue, Tatsuya Kawahara
While Retrieval-Augmented Generation (RAG) has shown promise in enhancing long-term conversations, the increasing memory load as conversations progress degrades retrieval accuracy.…