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With the rise of multimodal large language models, GPT-4o stands out as a pioneering model, driving us to evaluate its capabilities. This report assesses GPT-4o across various tasks to analyze its audio processing and reasoning abilities.…

计算与语言 · 计算机科学 2025-02-17 Yu-Xiang Lin , Chih-Kai Yang , Wei-Chih Chen , Chen-An Li , Chien-yu Huang , Xuanjun Chen , Hung-yi Lee

Recent advances in NLP have been attributed to the emergence of large-scale pre-trained language models. GPT-2, in particular, is suited for generation tasks given its left-to-right language modeling objective, yet the linguistic quality of…

计算与语言 · 计算机科学 2020-11-03 Wei-Jen Ko , Junyi Jessy Li

The rise of large language models (LLMs) has significantly impacted various domains, including natural language processing (NLP) and image generation, by making complex computational tasks more accessible. While LLMs demonstrate impressive…

数据库 · 计算机科学 2024-10-15 Ananya Rahaman , Anny Zheng , Mostafa Milani , Fei Chiang , Rachel Pottinger

In today's digital era, the rapid spread of misinformation poses threats to public well-being and societal trust. As online misinformation proliferates, manual verification by fact checkers becomes increasingly challenging. We introduce…

计算与语言 · 计算机科学 2023-10-16 Eun Cheol Choi , Emilio Ferrara

In psycholinguistics, the creation of controlled materials is crucial to ensure that research outcomes are solely attributed to the intended manipulations and not influenced by extraneous factors. To achieve this, psycholinguists typically…

计算与语言 · 计算机科学 2024-02-09 Samuel Joseph Amouyal , Aya Meltzer-Asscher , Jonathan Berant

Recently, there has been a growing trend of employing large language models (LLMs) to judge the quality of other LLMs. Many studies have adopted closed-source models, mainly using GPT-4 as the evaluator. However, due to the closed-source…

人工智能 · 计算机科学 2024-10-15 Yijie Li , Yuan Sun

Recent advances in Natural Language Processing, and in particular on the construction of very large pre-trained language representation models, is opening up new perspectives on the construction of conversational information seeking (CIS)…

计算与语言 · 计算机科学 2022-04-08 Patrizio Bellan , Mauro Dragoni , Chiara Ghidini

In this paper, we focus on methods to reduce the size and improve the quality of the prompt context required for question-answering systems. Attempts to increase the number of retrieved chunked documents and thereby enlarge the context…

信息检索 · 计算机科学 2024-07-02 Vitaly Bulgakov

Given the rapid ascent of large language models (LLMs), we study the question: (How) can large language models help in reviewing of scientific papers or proposals? We first conduct some pilot studies where we find that (i) GPT-4 outperforms…

计算与语言 · 计算机科学 2023-06-02 Ryan Liu , Nihar B. Shah

Syllogistic reasoning is crucial for sound legal decision-making, allowing legal professionals to draw logical conclusions by applying general principles to specific case facts. While large language models (LLMs) can answer legal questions,…

计算与语言 · 计算机科学 2025-06-02 Kepu Zhang , Weijie Yu , Zhongxiang Sun , Jun Xu

Large Language Models (LLMs) have driven extraordinary improvements in NLP. However, it is unclear how such models represent lexical concepts-i.e., the meanings of the words they use. This paper evaluates the lexical representations of…

计算与语言 · 计算机科学 2023-05-25 Sam Musker , Ellie Pavlick

This paper explores the potential of leveraging Large Language Models (LLMs) for data augmentation in multilingual commonsense reasoning datasets where the available training data is extremely limited. To achieve this, we utilise several…

计算与语言 · 计算机科学 2023-10-24 Chenxi Whitehouse , Monojit Choudhury , Alham Fikri Aji

Determining the extent to which the perceptual world can be recovered from language is a longstanding problem in philosophy and cognitive science. We show that state-of-the-art large language models can unlock new insights into this problem…

计算与语言 · 计算机科学 2023-06-16 Raja Marjieh , Ilia Sucholutsky , Pol van Rijn , Nori Jacoby , Thomas L. Griffiths

Court judgments reveal how legal rules have been interpreted and applied to facts, providing a foundation for understanding structured legal reasoning. However, existing automated approaches for capturing legal reasoning, including large…

计算与语言 · 计算机科学 2025-11-04 Ryoma Kondo , Riona Matsuoka , Takahiro Yoshida , Kazuyuki Yamasawa , Ryohei Hisano

Large language models (LLMs) equipped with chain-of-thoughts (CoT) prompting have shown significant multi-step reasoning capabilities in factual content like mathematics, commonsense, and logic. However, their performance in narrative…

计算与语言 · 计算机科学 2024-09-24 Hung-Ting Su , Ya-Ching Hsu , Xudong Lin , Xiang-Qian Shi , Yulei Niu , Han-Yuan Hsu , Hung-yi Lee , Winston H. Hsu

While the recent advances in Multimodal Large Language Models (MLLMs) constitute a significant leap forward in the field, these models are predominantly confined to the realm of input-side multimodal comprehension, lacking the capacity for…

计算机视觉与模式识别 · 计算机科学 2024-10-29 Zhanyu Wang , Longyue Wang , Zhen Zhao , Minghao Wu , Chenyang Lyu , Huayang Li , Deng Cai , Luping Zhou , Shuming Shi , Zhaopeng Tu

We propose a comprehensive study of one-stage elicitation techniques for querying a large pre-trained generative transformer (GPT-3.5-turbo) in the rhetorical role prediction task of legal cases. This task is known as requiring textual…

计算与语言 · 计算机科学 2023-10-27 Anas Belfathi , Nicolas Hernandez , Laura Monceaux

Large language models (LLMs) are currently being used to answer medical questions across a variety of clinical domains. Recent top-performing commercial LLMs, in particular, are also capable of citing sources to support their responses. In…

Making legal knowledge accessible to non-experts is crucial for enhancing general legal literacy and encouraging civic participation in democracy. However, legal documents are often challenging to understand for people without legal…

It remains debated how well any LM understands natural language or generates reliable metalinguistic judgments. Moreover, relatively little work has demonstrated that LMs can represent and respect subtle relationships between form and…

计算与语言 · 计算机科学 2025-05-15 Nicole Cuneo , Eleanor Graves , Supantho Rakshit , Adele E. Goldberg
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