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Can humans detect AI-generated financial documents better than machines? We present GPT4o-Receipt, a benchmark of 1,235 receipt images pairing GPT-4o-generated receipts with authentic ones from established datasets, evaluated by five…

人工智能 · 计算机科学 2026-03-26 Yan Zhang , Simiao Ren , Ankit Raj , En Wei , Dennis Ng , Alex Shen , Jiayu Xue , Yuxin Zhang , Evelyn Marotta

Recent neural language models have taken a significant step forward in producing remarkably controllable, fluent, and grammatical text. Although studies have found that AI-generated text is not distinguishable from human-written text for…

计算与语言 · 计算机科学 2023-02-14 Yongqiang Ma , Jiawei Liu , Fan Yi , Qikai Cheng , Yong Huang , Wei Lu , Xiaozhong Liu

In this paper, we propose a new metric for Machine Translation (MT) evaluation, based on bi-directional entailment. We show that machine generated translation can be evaluated by determining paraphrasing with a reference translation…

计算与语言 · 计算机科学 2019-11-05 Rakesh Khobragade , Heaven Patel , Anand Namdev , Anish Mishra , Pushpak Bhattacharyya

We introduce a new task of rephrasing for a more natural virtual assistant. Currently, virtual assistants work in the paradigm of intent slot tagging and the slot values are directly passed as-is to the execution engine. However, this setup…

计算与语言 · 计算机科学 2020-11-05 Arash Einolghozati , Anchit Gupta , Keith Diedrick , Sonal Gupta

In recent years, we have seen a colossal effort in pre-training multilingual text encoders using large-scale corpora in many languages to facilitate cross-lingual transfer learning. However, due to typological differences across languages,…

计算与语言 · 计算机科学 2021-06-07 Wasi Uddin Ahmad , Haoran Li , Kai-Wei Chang , Yashar Mehdad

Recently, there has been a growing interest in designing text generation systems from a discourse coherence perspective, e.g., modeling the interdependence between sentences. Still, recent BERT-based evaluation metrics are weak in…

计算与语言 · 计算机科学 2023-02-07 Wei Zhao , Michael Strube , Steffen Eger

Automated grading systems can efficiently score short-answer responses, yet they often fail to indicate when a grading decision is uncertain or potentially contentious. We introduce semantic entropy, a measure of variability across multiple…

人工智能 · 计算机科学 2025-08-07 Karrtik Iyer , Manikandan Ravikiran , Prasanna Pendse , Shayan Mohanty

Bill writing is a critical element of representative democracy. However, it is often overlooked that most legislative bills are derived, or even directly copied, from other bills. Despite the significance of bill-to-bill linkages for…

计算与语言 · 计算机科学 2021-09-15 Jiseon Kim , Elden Griggs , In Song Kim , Alice Oh

Today, most large-scale conversational AI agents (e.g. Alexa, Siri, or Google Assistant) are built using manually annotated data to train the different components of the system. Typically, the accuracy of the ML models in these components…

机器学习 · 计算机科学 2019-11-07 Pragaash Ponnusamy , Alireza Roshan Ghias , Chenlei Guo , Ruhi Sarikaya

Efficient hospital management systems (HMS) are critical worldwide to address challenges such as overcrowding, limited resources, and poor availability of urgent health care. Existing methods often lack the ability to provide accurate,…

计算与语言 · 计算机科学 2025-09-15 Abdulrahman Allam , Seif Ahmed , Ali Hamdi , Ammar Mohammed

The increasing capabilities of Large Language Models (LLMs) have raised concerns about their misuse in AI-generated plagiarism and social engineering. While various AI-generated text detectors have been proposed to mitigate these risks,…

计算与语言 · 计算机科学 2025-10-31 Yize Cheng , Vinu Sankar Sadasivan , Mehrdad Saberi , Shoumik Saha , Soheil Feizi

In this paper, we study how well humans can detect text generated by commercial LLMs (GPT-4o, Claude, o1). We hire annotators to read 300 non-fiction English articles, label them as either human-written or AI-generated, and provide…

计算与语言 · 计算机科学 2025-05-21 Jenna Russell , Marzena Karpinska , Mohit Iyyer

Generative language models, such as ChatGPT, have garnered attention for their ability to generate human-like writing in various fields, including academic research. The rapid proliferation of generated texts has bolstered the need for…

计算与语言 · 计算机科学 2023-12-19 Vikas Kumar , Amisha Bharti , Devanshu Verma , Vasudha Bhatnagar

Our work addresses the critical issue of distinguishing text generated by Large Language Models (LLMs) from human-produced text, a task essential for numerous applications. Despite ongoing debate about the feasibility of such…

计算与语言 · 计算机科学 2023-10-04 Souradip Chakraborty , Amrit Singh Bedi , Sicheng Zhu , Bang An , Dinesh Manocha , Furong Huang

Conventionally, Automatic Speech Recognition (ASR) systems are evaluated on their ability to correctly recognize each word contained in a speech signal. In this context, the word error rate (WER) metric is the reference for evaluating…

计算与语言 · 计算机科学 2026-05-06 Thibault Bañeras Roux , Jane Wottawa , Mickael Rouvier , Teva Merlin , Richard Dufour

Recent studies have demonstrated the exceptional potentials of leveraging human preference datasets to refine text-to-image generative models, enhancing the alignment between generated images and textual prompts. Despite these advances,…

计算机视觉与模式识别 · 计算机科学 2024-04-24 Xun Wu , Shaohan Huang , Furu Wei

State-of-the-art automatic speech recognition (ASR) systems are trained with tens of thousands of hours of labeled speech data. Human transcription is expensive and time consuming. Factors such as the quality and consistency of the…

机器学习 · 计算机科学 2022-07-05 Dongseong Hwang , Khe Chai Sim , Zhouyuan Huo , Trevor Strohman

Despite the growing use of large language models (LLMs) for writing tasks, users may hesitate to rely on LLMs when personal style is important. Post-editing LLM-generated drafts or translations is a common collaborative writing strategy,…

计算与语言 · 计算机科学 2026-04-28 Connor Baumler , Calvin Bao , Huy Nghiem , Xinchen Yang , Marine Carpuat , Hal Daumé

Recent advances in large language models (LLMs) and the intensifying popularity of ChatGPT-like applications have blurred the boundary of high-quality text generation between humans and machines. However, in addition to the anticipated…

计算与语言 · 计算机科学 2023-10-25 Xiaomeng Hu , Pin-Yu Chen , Tsung-Yi Ho

Conversational tones -- the manners and attitudes in which speakers communicate -- are essential to effective communication. Amidst the increasing popularization of Large Language Models (LLMs) over recent years, it becomes necessary to…

计算与语言 · 计算机科学 2024-06-07 Dun-Ming Huang , Pol Van Rijn , Ilia Sucholutsky , Raja Marjieh , Nori Jacoby