Technical Papers

Explore our collection of technical papers that delve into the intricacies of ensuring AI performance, alignment, and safety. Gain insights into the cutting-edge methodologies and technologies Trustwise employs to pioneer responsible AI across industries.

Optimizing RAGs: The SHARP Method for Improved Safety...
How SHARP Unlocks Value for Enterprises Deploying Generative AI

Matthew Barker, Avi Saxena, Umang Bhatt
Survey of Hallucination in Natural Language Generation
Natural Language Generation (NLG) has improved exponentially in recent years...

Ziwei Ji, Nayeon Lee, Rita Frieske, Tiezheng Yu, Dan Su, Yan Xu, Etsuko Ishii, Yejin Bang, Delong Chen, Ho Shu Chan, Wenliang Dai, Andrea Madotto, and Pascale Fung
Seven Failure Points when Engineering RAG
Seven Failure Points When Engineering a Retrieval Augmented Generation System

Scott Barnett, Stefanus Kurniawan, Srikanth Thudumu, Zach Brannelly, Mohamed Abdelrazek
From Words to Watts
Benchmarking the Energy Costs of Large Language Model Inference

Siddharth Samsi, Dan Zhao, Joseph McDonald, Baolin Li, Adam Michaleas, Michael Jones, William Bergeron, Jeremy Kepner, Devesh Tiwari, Vijay Gadepally
Fine-tuning Language Models for Factuality
Recent developments in training large language models (LLMs)...

Katherine Tian, Eric Mitchell, Huaxiu Yao, Christopher D. Manning, Chelsea Finn
Comprehensive Survey of Hallucination Mitigation...
A Comprehensive Survey of Hallucination Mitigation Techniques in LLMs

S.M Towhidul Islam Tonmoy, S M Mehedi Zaman, Vinija Jain, Anku Rani, Vipula Rawte, Aman Chadha, Amitava Das
Auditing Large Language Models: A Three-Layered Approach
Large language models (LLMs) represent a major advance in artificial intelligence (AI) research.
Jakob Mökander, Jonas Schuett, Hannah Rose Kirk, Luciano Floridi
A Survey on Evaluation of Large Language Models
Recent developments in training large language models (LLMs)...

Yupeng Chang, Xu Wang, Jindong Wang, Yuan Wu, Linyi Yang, Kaijie Zhu, Hao Chen, Xiaoyuan Yi, Cunxiang Wang, Yidong Wang, Wei Ye, Yue Zhang, Yi Chang, Philip S. Yu, Qiang Yang, and Xing Xie
SCAIS Framework Paper
Artificial intelligence systems (AI systems) are complex socio-technical-ecological systems that are associated with ...
S.M Towhidul Islam Tonmoy, S M Mehedi Zaman, Vinija Jain, Anku Rani, Vipula Rawte, Aman Chadha, Amitava Das