Search Results for author: Heming Xia

Found 10 papers, 7 papers with code

Can Large Multimodal Models Uncover Deep Semantics Behind Images?

1 code implementation17 Feb 2024 Yixin Yang, Zheng Li, Qingxiu Dong, Heming Xia, Zhifang Sui

Understanding the deep semantics of images is essential in the era dominated by social media.

Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding

1 code implementation15 Jan 2024 Heming Xia, Zhe Yang, Qingxiu Dong, Peiyi Wang, Yongqi Li, Tao Ge, Tianyu Liu, Wenjie Li, Zhifang Sui

To mitigate the high inference latency stemming from autoregressive decoding in Large Language Models (LLMs), Speculative Decoding has emerged as a novel decoding paradigm for LLM inference.

Language Modelling Large Language Model

ImageNetVC: Zero- and Few-Shot Visual Commonsense Evaluation on 1000 ImageNet Categories

1 code implementation24 May 2023 Heming Xia, Qingxiu Dong, Lei LI, Jingjing Xu, Tianyu Liu, Ziwei Qin, Zhifang Sui

Recently, Large Language Models (LLMs) have been serving as general-purpose interfaces, posing a significant demand for comprehensive visual knowledge.

Common Sense Reasoning

Enhancing Continual Relation Extraction via Classifier Decomposition

1 code implementation8 May 2023 Heming Xia, Peiyi Wang, Tianyu Liu, Binghuai Lin, Yunbo Cao, Zhifang Sui

In this work, we point out that there exist two typical biases after training of this vanilla strategy: classifier bias and representation bias, which causes the previous knowledge that the model learned to be shaded.

Continual Relation Extraction Relation

Lossless Acceleration for Seq2seq Generation with Aggressive Decoding

2 code implementations20 May 2022 Tao Ge, Heming Xia, Xin Sun, Si-Qing Chen, Furu Wei

We study lossless acceleration for seq2seq generation with a novel decoding algorithm -- Aggressive Decoding.

Abstractive Text Summarization Grammatical Error Correction +4

Speculative Decoding: Exploiting Speculative Execution for Accelerating Seq2seq Generation

2 code implementations30 Mar 2022 Heming Xia, Tao Ge, Peiyi Wang, Si-Qing Chen, Furu Wei, Zhifang Sui

We propose Speculative Decoding (SpecDec), for the first time ever, to formally study exploiting the idea of speculative execution to accelerate autoregressive (AR) decoding.

Abstractive Text Summarization Machine Translation +1

Premise-based Multimodal Reasoning: Conditional Inference on Joint Textual and Visual Clues

no code implementations ACL 2022 Qingxiu Dong, Ziwei Qin, Heming Xia, Tian Feng, Shoujie Tong, Haoran Meng, Lin Xu, Weidong Zhan, Sujian Li, Zhongyu Wei, Tianyu Liu, Zuifang Sui

It is a common practice for recent works in vision language cross-modal reasoning to adopt a binary or multi-choice classification formulation taking as input a set of source image(s) and textual query.

Multimodal Reasoning Natural Language Inference +1

Improved deep learning techniques in gravitational-wave data analysis

1 code implementation9 Nov 2020 Heming Xia, Lijing Shao, Junjie Zhao, Zhoujian Cao

We point out that CNN models are robust to the variation of the parameter range of the GW waveform.

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