Compound AI Systems Optimization: A Survey of Methods, Challenges, and Future Directions
Fuente:
arXiv
Guardado en:
| Autores principales: | Lee, Yu-Ang, Yi, Guan-Ting, Liu, Mei-Yi, Lu, Jui-Chao, Yang, Guan-Bo, Chen, Yun-Nung |
|---|---|
| Formato: | Preprint |
| Publicado: |
2025
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization
por: Tseng, Yu-Min, et al.
Publicado: (2024)
por: Tseng, Yu-Min, et al.
Publicado: (2024)
The Role of Exploration Modules in Small Language Models for Knowledge Graph Question Answering
por: Cheng, Yi-Jie, et al.
Publicado: (2025)
por: Cheng, Yi-Jie, et al.
Publicado: (2025)
LLM Inference Enhanced by External Knowledge: A Survey
por: Lin, Yu-Hsuan, et al.
Publicado: (2025)
por: Lin, Yu-Hsuan, et al.
Publicado: (2025)
InstUPR : Instruction-based Unsupervised Passage Reranking with Large Language Models
por: Huang, Chao-Wei, et al.
Publicado: (2024)
por: Huang, Chao-Wei, et al.
Publicado: (2024)
PairDistill: Pairwise Relevance Distillation for Dense Retrieval
por: Huang, Chao-Wei, et al.
Publicado: (2024)
por: Huang, Chao-Wei, et al.
Publicado: (2024)
FactAlign: Long-form Factuality Alignment of Large Language Models
por: Huang, Chao-Wei, et al.
Publicado: (2024)
por: Huang, Chao-Wei, et al.
Publicado: (2024)
Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
por: Gridach, Mourad, et al.
Publicado: (2025)
por: Gridach, Mourad, et al.
Publicado: (2025)
Creativity in LLM-based Multi-Agent Systems: A Survey
por: Lin, Yi-Cheng, et al.
Publicado: (2025)
por: Lin, Yi-Cheng, et al.
Publicado: (2025)
Balancing Knowledge Delivery and Emotional Comfort in Healthcare Conversational Systems
por: Tsai, Shang-Chi, et al.
Publicado: (2025)
por: Tsai, Shang-Chi, et al.
Publicado: (2025)
A Survey on LLM-Generated Text Detection: Necessity, Methods, and Future Directions
por: Wu, Junchao, et al.
Publicado: (2023)
por: Wu, Junchao, et al.
Publicado: (2023)
Injecting Salesperson's Dialogue Strategies in Large Language Models with Chain-of-Thought Reasoning
por: Chang, Wen-Yu, et al.
Publicado: (2024)
por: Chang, Wen-Yu, et al.
Publicado: (2024)
A Survey of Useful LLM Evaluation
por: Peng, Ji-Lun, et al.
Publicado: (2024)
por: Peng, Ji-Lun, et al.
Publicado: (2024)
Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning
por: Chung, Ho-Lam, et al.
Publicado: (2025)
por: Chung, Ho-Lam, et al.
Publicado: (2025)
VisTW: Benchmarking Vision-Language Models for Traditional Chinese in Taiwan
por: Tam, Zhi Rui, et al.
Publicado: (2025)
por: Tam, Zhi Rui, et al.
Publicado: (2025)
A Comprehensive Survey on Legal Summarization: Challenges and Future Directions
por: Akter, Mousumi, et al.
Publicado: (2025)
por: Akter, Mousumi, et al.
Publicado: (2025)
Challenges and Innovations in LLM-Powered Fake News Detection: A Synthesis of Approaches and Future Directions
por: Yi, Jingyuan, et al.
Publicado: (2025)
por: Yi, Jingyuan, et al.
Publicado: (2025)
A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions
por: Shorinwa, Ola, et al.
Publicado: (2024)
por: Shorinwa, Ola, et al.
Publicado: (2024)
LLMs are Biased Evaluators But Not Biased for Retrieval Augmented Generation
por: Chen, Yen-Shan, et al.
Publicado: (2024)
por: Chen, Yen-Shan, et al.
Publicado: (2024)
Large Language Model-Based Knowledge Graph System Construction for Sustainable Development Goals: An AI-Based Speculative Design Perspective
por: Lin, Yi-De, et al.
Publicado: (2025)
por: Lin, Yi-De, et al.
Publicado: (2025)
Challenges and Future Directions of Data-Centric AI Alignment
por: Yeh, Min-Hsuan, et al.
Publicado: (2024)
por: Yeh, Min-Hsuan, et al.
Publicado: (2024)
A Survey of Generative Information Retrieval
por: Kuo, Tzu-Lin, et al.
Publicado: (2024)
por: Kuo, Tzu-Lin, et al.
Publicado: (2024)
Visualizing Dialogues: Enhancing Image Selection through Dialogue Understanding with Large Language Models
por: Kao, Chang-Sheng, et al.
Publicado: (2024)
por: Kao, Chang-Sheng, et al.
Publicado: (2024)
Toxicity in Online Platforms and AI Systems: A Survey of Needs, Challenges, Mitigations, and Future Directions
por: Khapre, Smita, et al.
Publicado: (2025)
por: Khapre, Smita, et al.
Publicado: (2025)
Rethinking Role-Playing Evaluation: Anonymous Benchmarking and a Systematic Study of Personality Effects
por: Peng, Ji-Lun, et al.
Publicado: (2026)
por: Peng, Ji-Lun, et al.
Publicado: (2026)
Exploring Personality-Aware Interactions in Salesperson Dialogue Agents
por: Cheng, Sijia, et al.
Publicado: (2025)
por: Cheng, Sijia, et al.
Publicado: (2025)
A Survey of Code-switched Arabic NLP: Progress, Challenges, and Future Directions
por: Hamed, Injy, et al.
Publicado: (2025)
por: Hamed, Injy, et al.
Publicado: (2025)
MedVoiceBias: A Controlled Study of Audio LLM Behavior in Clinical Decision-Making
por: Tam, Zhi Rui, et al.
Publicado: (2025)
por: Tam, Zhi Rui, et al.
Publicado: (2025)
Tibetan Language and AI: A Comprehensive Survey of Resources, Methods and Challenges
por: Huang, Cheng, et al.
Publicado: (2025)
por: Huang, Cheng, et al.
Publicado: (2025)
Can LLMs Understand the Implication of Emphasized Sentences in Dialogue?
por: Lin, Guan-Ting, et al.
Publicado: (2024)
por: Lin, Guan-Ting, et al.
Publicado: (2024)
DogeRM: Equipping Reward Models with Domain Knowledge through Model Merging
por: Lin, Tzu-Han, et al.
Publicado: (2024)
por: Lin, Tzu-Han, et al.
Publicado: (2024)
Optimizing Model Selection for Compound AI Systems
por: Chen, Lingjiao, et al.
Publicado: (2025)
por: Chen, Lingjiao, et al.
Publicado: (2025)
The 2nd FutureDial Challenge: Dialog Systems with Retrieval Augmented Generation (FutureDial-RAG)
por: Cai, Yucheng, et al.
Publicado: (2024)
por: Cai, Yucheng, et al.
Publicado: (2024)
Unsupervised Multilingual Dense Retrieval via Generative Pseudo Labeling
por: Huang, Chao-Wei, et al.
Publicado: (2024)
por: Huang, Chao-Wei, et al.
Publicado: (2024)
Evaluation of Large Language Models in Legal Applications: Challenges, Methods, and Future Directions
por: Hu, Yiran, et al.
Publicado: (2026)
por: Hu, Yiran, et al.
Publicado: (2026)
Measuring Taiwanese Mandarin Language Understanding
por: Chen, Po-Heng, et al.
Publicado: (2024)
por: Chen, Po-Heng, et al.
Publicado: (2024)
Generative AI for Synthetic Data Generation: Methods, Challenges and the Future
por: Guo, Xu, et al.
Publicado: (2024)
por: Guo, Xu, et al.
Publicado: (2024)
Large Language Models Meet Stance Detection: A Survey of Tasks, Methods, Applications, Challenges and Future Directions
por: Pangtey, Lata, et al.
Publicado: (2025)
por: Pangtey, Lata, et al.
Publicado: (2025)
Dialogue Systems Engineering: A Survey and Future Directions
por: Nakano, Mikio, et al.
Publicado: (2025)
por: Nakano, Mikio, et al.
Publicado: (2025)
A Comprehensive Survey of Reward Models: Taxonomy, Applications, Challenges, and Future
por: Zhong, Jialun, et al.
Publicado: (2025)
por: Zhong, Jialun, et al.
Publicado: (2025)
Revisiting the Shape Convention of Transformer Language Models
por: Liao, Feng-Ting, et al.
Publicado: (2026)
por: Liao, Feng-Ting, et al.
Publicado: (2026)
Ejemplares similares
-
Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization
por: Tseng, Yu-Min, et al.
Publicado: (2024) -
The Role of Exploration Modules in Small Language Models for Knowledge Graph Question Answering
por: Cheng, Yi-Jie, et al.
Publicado: (2025) -
LLM Inference Enhanced by External Knowledge: A Survey
por: Lin, Yu-Hsuan, et al.
Publicado: (2025) -
InstUPR : Instruction-based Unsupervised Passage Reranking with Large Language Models
por: Huang, Chao-Wei, et al.
Publicado: (2024) -
PairDistill: Pairwise Relevance Distillation for Dense Retrieval
por: Huang, Chao-Wei, et al.
Publicado: (2024)