Search Results for author: Jianyi Cheng

Found 5 papers, 2 papers with code

Revisiting Block-based Quantisation: What is Important for Sub-8-bit LLM Inference?

1 code implementation8 Oct 2023 Cheng Zhang, Jianyi Cheng, Ilia Shumailov, George A. Constantinides, Yiren Zhao

In this work, we explore the statistical and learning properties of the LLM layer and attribute the bottleneck of LLM quantisation to numerical scaling offsets.

Attribute

SEER: Super-Optimization Explorer for HLS using E-graph Rewriting with MLIR

no code implementations15 Aug 2023 Jianyi Cheng, Samuel Coward, Lorenzo Chelini, Rafael Barbalho, Theo Drane

We propose a super-optimization approach for HLS that automatically rewrites an arbitrary software program into efficient HLS code that can be used to generate an optimized hardware design.

A Concept Knowledge-Driven Keywords Retrieval Framework for Sponsored Search

no code implementations21 Feb 2021 Yijiang Lian, Yubo Liu, Zhicong Ye, Liang Yuan, Yanfeng Zhu, Min Zhao, Jianyi Cheng, Xinwei Feng

This framework has been successfully applied to Baidu's sponsored search system, which yields a significant improvement in revenue.

Retrieval

Building a comprehensive syntactic and semantic corpus of Chinese clinical texts

1 code implementation7 Nov 2016 Bin He, Bin Dong, Yi Guan, Jinfeng Yang, Zhipeng Jiang, Qiubin Yu, Jianyi Cheng, Chunyan Qu

Objective: To build a comprehensive corpus covering syntactic and semantic annotations of Chinese clinical texts with corresponding annotation guidelines and methods as well as to develop tools trained on the annotated corpus, which supplies baselines for research on Chinese texts in the clinical domain.

Active Learning POS

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