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Dialogue
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Dialogue is notoriously hard to evaluate. Past approaches have used human evaluation.
논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
ZipVoice-Dialog: Non-Autoregressive Spoken Dialogue Generation with Flow Matching
ECom-Bench: Can LLM Agent Resolve Real-World E-commerce Customer Support Issues?
The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems
Thought-Augmented Planning for LLM-Powered Interactive Recommender Agent
LM-SPT: LM-Aligned Semantic Distillation for Speech Tokenization
Factorized RVQ-GAN For Disentangled Speech Tokenization
Beyond Single-User Dialogue: Assessing Multi-User Dialogue State Tracking Capabilities of Large Language Models
SDialog: A Python Toolkit for Synthetic Dialogue Generation and Analysis
Enhancing Medical Dialogue Generation through Knowledge Refinement and Dynamic Prompt Adjustment
Approaching Dialogue State Tracking via Aligning Speech Encoders and LLMs
Factors affecting the in-context learning abilities of LLMs for dialogue state tracking
Proactive Assistant Dialogue Generation from Streaming Egocentric Videos
MMSU: A Massive Multi-task Spoken Language Understanding and Reasoning Benchmark
An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals
ConsistentChat: Building Skeleton-Guided Consistent Dialogues for Large Language Models from Scratch
WHEN TO ACT, WHEN TO WAIT: Modeling Structural Trajectories for Intent Triggerability in Task-Oriented Dialogue
CoVoMix2: Advancing Zero-Shot Dialogue Generation with Fully Non-Autoregressive Flow Matching
Adaptive-VP: A Framework for LLM-Based Virtual Patients that Adapts to Trainees' Dialogue to Facilitate Nurse Communication Training
When Harry Meets Superman: The Role of The Interlocutor in Persona-Based Dialogue Generation
ALAS: Measuring Latent Speech-Text Alignment For Spoken Language Understanding In Multimodal LLMs
"KAN you hear me?" Exploring Kolmogorov-Arnold Networks for Spoken Language Understanding
Audio Jailbreak Attacks: Exposing Vulnerabilities in SpeechGPT in a White-Box Framework
Exploring the Effect of Segmentation and Vocabulary Size on Speech Tokenization for Speech Language Models
EnSToM: Enhancing Dialogue Systems with Entropy-Scaled Steering Vectors for Topic Maintenance
Action2Dialogue: Generating Character-Centric Narratives from Scene-Level Prompts
Benchmarking Expressive Japanese Character Text-to-Speech with VITS and Style-BERT-VITS2
"Alexa, can you forget me?" Machine Unlearning Benchmark in Spoken Language Understanding
Aligning Dialogue Agents with Global Feedback via Large Language Model Reward Decomposition
Impact of Frame Rates on Speech Tokenizer: A Case Study on Mandarin and English
QUADS: QUAntized Distillation Framework for Efficient Speech Language Understanding
LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems
Spoken Language Understanding on Unseen Tasks With In-Context Learning
clem:todd: A Framework for the Systematic Benchmarking of LLM-Based Task-Oriented Dialogue System Realisations
LiveLongBench: Tackling Long-Context Understanding for Spoken Texts from Live Streams
Streamlining Biomedical Research with Specialized LLMs
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