Search Results for author: Da Song

Found 5 papers, 3 papers with code

Online Safety Analysis for LLMs: a Benchmark, an Assessment, and a Path Forward

no code implementations12 Apr 2024 Xuan Xie, Jiayang Song, Zhehua Zhou, Yuheng Huang, Da Song, Lei Ma

To bridge this gap, we conduct in this work a comprehensive evaluation of the effectiveness of existing online safety analysis methods on LLMs.

Fairness

PromptCharm: Text-to-Image Generation through Multi-modal Prompting and Refinement

1 code implementation6 Mar 2024 Zhijie Wang, Yuheng Huang, Da Song, Lei Ma, Tianyi Zhang

However, prompting remains challenging for novice users due to the complexity of the stable diffusion model and the non-trivial efforts required for iteratively editing and refining the text prompts.

Image Inpainting Prompt Engineering +1

LUNA: A Model-Based Universal Analysis Framework for Large Language Models

no code implementations22 Oct 2023 Da Song, Xuan Xie, Jiayang Song, Derui Zhu, Yuheng Huang, Felix Juefei-Xu, Lei Ma

the trustworthiness perspective, is bound to and enriches the abstract model with semantics, which enables more detailed analysis applications for diverse purposes.

DeepLens: Interactive Out-of-distribution Data Detection in NLP Models

1 code implementation2 Mar 2023 Da Song, Zhijie Wang, Yuheng Huang, Lei Ma, Tianyi Zhang

In this work, we propose DeepLens, an interactive system that helps users detect and explore OOD issues in massive text corpora.

Text Clustering

DeepSeer: Interactive RNN Explanation and Debugging via State Abstraction

1 code implementation2 Mar 2023 Zhijie Wang, Yuheng Huang, Da Song, Lei Ma, Tianyi Zhang

The core of DeepSeer is a state abstraction method that bundles semantically similar hidden states in an RNN model and abstracts the model as a finite state machine.

Explainable Artificial Intelligence (XAI)

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