Search Results for author: Yiqi Liu

Found 6 papers, 3 papers with code

Data is all you need: Finetuning LLMs for Chip Design via an Automated design-data augmentation framework

no code implementations17 Mar 2024 Kaiyan Chang, Kun Wang, Nan Yang, Ying Wang, Dantong Jin, Wenlong Zhu, Zhirong Chen, Cangyuan Li, Hao Yan, Yunhao Zhou, Zhuoliang Zhao, Yuan Cheng, Yudong Pan, Yiqi Liu, Mengdi Wang, Shengwen Liang, Yinhe Han, Huawei Li, Xiaowei Li

Our 13B model (ChipGPT-FT) has a pass rate improvement compared with GPT-3. 5 in Verilog generation and outperforms in EDA script (i. e., SiliconCompiler) generation with only 200 EDA script data.

Data Augmentation

Inference for an Algorithmic Fairness-Accuracy Frontier

no code implementations14 Feb 2024 Yiqi Liu, Francesca Molinari

In this paper, we provide a consistent estimator for a theoretical fairness-accuracy frontier put forward by Liang, Lu and Mu (2023) and propose inference methods to test hypotheses that have received much attention in the fairness literature, such as (i) whether fully excluding a covariate from use in training the algorithm is optimal and (ii) whether there are less discriminatory alternatives to an existing algorithm.

Decision Making Fairness +1

LLMs as Narcissistic Evaluators: When Ego Inflates Evaluation Scores

no code implementations16 Nov 2023 Yiqi Liu, Nafise Sadat Moosavi, Chenghua Lin

Automatic evaluation of generated textual content presents an ongoing challenge within the field of NLP.

Language Modelling

G10: Enabling An Efficient Unified GPU Memory and Storage Architecture with Smart Tensor Migrations

1 code implementation13 Oct 2023 Haoyang Zhang, Yirui Eric Zhou, Yuqi Xue, Yiqi Liu, Jian Huang

Based on this unified GPU memory and storage architecture, G10 utilizes compiler techniques to characterize the tensor behaviors in deep learning workloads.

Using Forests in Multivariate Regression Discontinuity Designs

1 code implementation21 Mar 2023 Yiqi Liu, Yuan Qi

We discuss estimating conditional treatment effects in regression discontinuity designs with multiple scores.

regression

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