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20232026
most citedThe Stochastic Parrot on LLM's Shoulder: A Summative Assessment of Physical Concept Understanding

8 citations · 8 across the 7 of their papers we have counts for

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cs.CL20258 cited

The Stochastic Parrot on LLM's Shoulder: A Summative Assessment of Physical Concept Understanding

Mo Yu, Lemao Liu, Junjie Wu +5

In a systematic way, we investigate a widely asked question: Do LLMs really understand what they say?, which relates to the more familiar term Stochastic Parrot. To this end, we pr…

cs.CL2024

TF-Attack: Transferable and Fast Adversarial Attacks on Large Language Models

Zelin Li, Kehai Chen, Lemao Liu +4

With the great advancements in large language models (LLMs), adversarial attacks against LLMs have recently attracted increasing attention. We found that pre-existing adversarial a…

cs.CL2024

Rethinking Targeted Adversarial Attacks For Neural Machine Translation

Junjie Wu, Lemao Liu, Wei Bi +1

Targeted adversarial attacks are widely used to evaluate the robustness of neural machine translation systems. Unfortunately, this paper first identifies a critical issue in the ex…

cs.CL2024

On the Hallucination in Simultaneous Machine Translation

Meizhi Zhong, Kehai Chen, Zhengshan Xue +3

It is widely known that hallucination is a critical issue in Simultaneous Machine Translation (SiMT) due to the absence of source-side information. While many efforts have been mad…

cs.CL2023

Context Consistency between Training and Testing in Simultaneous Machine Translation

Meizhi Zhong, Lemao Liu, Kehai Chen +2

Simultaneous Machine Translation (SiMT) aims to yield a real-time partial translation with a monotonically growing the source-side context. However, there is a counterintuitive phe…

cs.CL2023

Towards General Error Diagnosis via Behavioral Testing in Machine Translation

Junjie Wu, Lemao Liu, Dit-Yan Yeung

Behavioral testing offers a crucial means of diagnosing linguistic errors and assessing capabilities of NLP models. However, applying behavioral testing to machine translation (MT)…