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The power of large language models (LLMs) has been demonstrated through numerous data and computing resources. However, the application of language models on mobile devices is facing huge challenge on the computation and memory costs, that…

计算与语言 · 计算机科学 2025-04-04 Yehui Tang , Kai Han , Fangcheng Liu , Yunsheng Ni , Yuchuan Tian , Zheyuan Bai , Yi-Qi Hu , Sichao Liu , Shangling Jui , Yunhe Wang

Large language models (LLMs) have demonstrated remarkable performance on a variety of natural language tasks based on just a few examples of natural language instructions, reducing the need for extensive feature engineering. However, most…

This study introduces a novel approach for generating high-quality, language-specific chat corpora using a self-chat mechanism. We combine a generator LLM for creating new samples and an embedder LLM to ensure diversity. A new Masked…

计算与语言 · 计算机科学 2023-11-28 Federico A. Galatolo , Mario G. C. A. Cimino

Purpose: This study evaluates the quality of commercial large language model (LLM) machine translation (MT) for Ancient Greek technical prose and benchmarks standard automated MT evaluation metrics against expert human judgment. Design: We…

计算与语言 · 计算机科学 2026-04-16 James L. Zainaldin , Cameron Pattison , Manuela Marai , Jacob Wu , Mark J. Schiefsky

This study explores the potential of fine-tuning foundational English Large Language Models (LLMs) for generating Polish text. The first step involves Language Adaptive Pre-training (LAPT) on a high-quality dataset of 3.11 GB, consisting of…

计算与语言 · 计算机科学 2024-02-16 Szymon Ruciński

In this technical report, we present TeleChat, a collection of large language models (LLMs) with parameters of 3 billion, 7 billion and 12 billion. It includes pretrained language models as well as fine-tuned chat models that is aligned…

Evaluation of multilingual Large Language Models (LLMs) is challenging due to a variety of factors -- the lack of benchmarks with sufficient linguistic diversity, contamination of popular benchmarks into LLM pre-training data and the lack…

计算与语言 · 计算机科学 2024-10-21 Ishaan Watts , Varun Gumma , Aditya Yadavalli , Vivek Seshadri , Manohar Swaminathan , Sunayana Sitaram

Advances in Large Language Models (LLMs) have led to significant interest in their potential to support human experts across a range of domains, including public health. In this work we present automated evaluations of LLMs for public…

Background: Advances in artificial intelligence, particularly large language models (LLMs), have the potential to enhance technical expertise in magnetic resonance imaging (MRI), regardless of operator skill or geographic location. Methods:…

医学物理 · 物理学 2024-11-20 Alan B McMillan

Large Language Models (LLMs) have shown significant advances in the past year. In addition to new versions of GPT and Llama, several other LLMs have been introduced recently. Some of these are open models available for download and…

计算与语言 · 计算机科学 2024-08-01 Ravindu Jayakody , Gihan Dias

Hyperparameter optimization is a crucial problem in Evolutionary Computation. In fact, the values of the hyperparameters directly impact the trajectory taken by the optimization process, and their choice requires extensive reasoning by…

神经与进化计算 · 计算机科学 2024-08-06 Leonardo Lucio Custode , Fabio Caraffini , Anil Yaman , Giovanni Iacca

The recent success of large language models (LLMs) and the scaling law has led to a widespread adoption of larger models. Particularly in the healthcare industry, there is an increasing demand for locally operated LLMs due to security…

计算与语言 · 计算机科学 2024-09-23 Issey Sukeda

Although both Google Gemini (1.5 Flash) and ChatGPT (4o and 4o-mini) give research quality evaluation scores that correlate positively with expert scores in nearly all fields, and more strongly that citations in most, it is not known…

数字图书馆 · 计算机科学 2025-08-12 Mike Thelwall

In this paper, we investigate the potential of Large Language Models (LLMs) to improve English speaking skills. This is particularly relevant in countries like India, where English is crucial for academic, professional, and personal…

人机交互 · 计算机科学 2024-05-15 Manas Mhasakar , Shikhar Sharma , Apurv Mehra , Utkarsh Venaik , Ujjwal Singhal , Dhruv Kumar , Kashish Mittal

Large Language Models (LLMs) are increasingly deployed for open-domain question answering, yet their alignment with human perspectives on temporally recent information remains underexplored. We introduce RECOM (Reddit Evaluation for…

计算与语言 · 计算机科学 2026-02-13 Pushwitha Krishnappa , Amit Das , Vinija Jain , Tathagata Mukherjee , Aman Chadha

Large Language Models (LLMs) are widely applied in educational practices, such as for generating children's stories. However, the generated stories are often too difficult for children to read, and the operational cost of LLMs hinders their…

计算与语言 · 计算机科学 2026-05-14 Qian Shen , Fanghua Cao , Min Yao , Shlok Gilda , Bonnie J. Dorr , Walter L. Leite

The use of Large Language Models (LLMs) in mathematical reasoning has become a cornerstone of related research, demonstrating the intelligence of these models and enabling potential practical applications through their advanced performance,…

计算与语言 · 计算机科学 2024-12-20 Kathrin Seßler , Yao Rong , Emek Gözlüklü , Enkelejda Kasneci

Developing artificial intelligence (AI) for clinical research requires a comprehensive data foundation that supports model training and rigorous evaluation. Here, we introduce TrialPanorama, a large-scale structured resource that aggregates…

人工智能 · 计算机科学 2025-12-17 Zifeng Wang , Jiacheng Lin , Qiao Jin , Junyi Gao , Jathurshan Pradeepkumar , Pengcheng Jiang , Zhiyong Lu , Jimeng Sun

Large Language Models (LLMs) are increasingly utilized in scientific research assessment, particularly in automated paper review. However, existing LLM-based review systems face significant challenges, including limited domain expertise,…

计算与语言 · 计算机科学 2025-03-12 Minjun Zhu , Yixuan Weng , Linyi Yang , Yue Zhang

Large language models (LLMs) have become the foundation of many applications, leveraging their extensive capabilities in processing and understanding natural language. While many open-source LLMs have been released with technical reports,…