中文
相关论文

相关论文: Aya Expanse: Combining Research Breakthroughs for …

200 篇论文

Large Language Models (LLMs) achieve impressive performance in a wide range of tasks, even if they are often trained with the only objective of chatting fluently with users. Among other skills, LLMs show emergent abilities in mathematical…

计算与语言 · 计算机科学 2024-06-12 Flavio Petruzzellis , Alberto Testolin , Alessandro Sperduti

Multilingual language models have significantly advanced due to rapid progress in natural language processing. Models like BLOOM 1.7B, trained on diverse multilingual datasets, aim to bridge linguistic gaps. However, their effectiveness in…

We introduce llama-embed-nemotron-8b, an open-weights text embedding model that achieves state-of-the-art performance on the Multilingual Massive Text Embedding Benchmark (MMTEB) leaderboard as of October 21, 2025. While recent models show…

计算与语言 · 计算机科学 2025-11-11 Yauhen Babakhin , Radek Osmulski , Ronay Ak , Gabriel Moreira , Mengyao Xu , Benedikt Schifferer , Bo Liu , Even Oldridge

In this report we describe the development of Command A, a powerful large language model purpose-built to excel at real-world enterprise use cases. Command A is an agent-optimised and multilingual-capable model, with support for 23…

计算与语言 · 计算机科学 2025-04-15 Team Cohere , : , Aakanksha , Arash Ahmadian , Marwan Ahmed , Jay Alammar , Milad Alizadeh , Yazeed Alnumay , Sophia Althammer , Arkady Arkhangorodsky , Viraat Aryabumi , Dennis Aumiller , Raphaël Avalos , Zahara Aviv , Sammie Bae , Saurabh Baji , Alexandre Barbet , Max Bartolo , Björn Bebensee , Neeral Beladia , Walter Beller-Morales , Alexandre Bérard , Andrew Berneshawi , Anna Bialas , Phil Blunsom , Matt Bobkin , Adi Bongale , Sam Braun , Maxime Brunet , Samuel Cahyawijaya , David Cairuz , Jon Ander Campos , Cassie Cao , Kris Cao , Roman Castagné , Julián Cendrero , Leila Chan Currie , Yash Chandak , Diane Chang , Giannis Chatziveroglou , Hongyu Chen , Claire Cheng , Alexis Chevalier , Justin T. Chiu , Eugene Cho , Eugene Choi , Eujeong Choi , Tim Chung , Volkan Cirik , Ana Cismaru , Pierre Clavier , Henry Conklin , Lucas Crawhall-Stein , Devon Crouse , Andres Felipe Cruz-Salinas , Ben Cyrus , Daniel D'souza , Hugo Dalla-Torre , John Dang , William Darling , Omar Darwiche Domingues , Saurabh Dash , Antoine Debugne , Théo Dehaze , Shaan Desai , Joan Devassy , Rishit Dholakia , Kyle Duffy , Ali Edalati , Ace Eldeib , Abdullah Elkady , Sarah Elsharkawy , Irem Ergün , Beyza Ermis , Marzieh Fadaee , Boyu Fan , Lucas Fayoux , Yannis Flet-Berliac , Nick Frosst , Matthias Gallé , Wojciech Galuba , Utsav Garg , Matthieu Geist , Mohammad Gheshlaghi Azar , Ellen Gilsenan-McMahon , Seraphina Goldfarb-Tarrant , Tomas Goldsack , Aidan Gomez , Victor Machado Gonzaga , Nithya Govindarajan , Manoj Govindassamy , Nathan Grinsztajn , Nikolas Gritsch , Patrick Gu , Shangmin Guo , Kilian Haefeli , Rod Hajjar , Tim Hawes , Jingyi He , Sebastian Hofstätter , Sungjin Hong , Sara Hooker , Tom Hosking , Stephanie Howe , Eric Hu , Renjie Huang , Hemant Jain , Ritika Jain , Nick Jakobi , Madeline Jenkins , JJ Jordan , Dhruti Joshi , Jason Jung , Trushant Kalyanpur , Siddhartha Rao Kamalakara , Julia Kedrzycki , Gokce Keskin , Edward Kim , Joon Kim , Wei-Yin Ko , Tom Kocmi , Michael Kozakov , Wojciech Kryściński , Arnav Kumar Jain , Komal Kumar Teru , Sander Land , Michael Lasby , Olivia Lasche , Justin Lee , Patrick Lewis , Jeffrey Li , Jonathan Li , Hangyu Lin , Acyr Locatelli , Kevin Luong , Raymond Ma , Lukáš Mach , Marina Machado , Joanne Magbitang , Brenda Malacara Lopez , Aryan Mann , Kelly Marchisio , Olivia Markham , Alexandre Matton , Alex McKinney , Dominic McLoughlin , Jozef Mokry , Adrien Morisot , Autumn Moulder , Harry Moynehan , Maximilian Mozes , Vivek Muppalla , Lidiya Murakhovska , Hemangani Nagarajan , Alekhya Nandula , Hisham Nasir , Shauna Nehra , Josh Netto-Rosen , Daniel Ohashi , James Owers-Bardsley , Jason Ozuzu , Dennis Padilla , Gloria Park , Sam Passaglia , Jeremy Pekmez , Laura Penstone , Aleksandra Piktus , Case Ploeg , Andrew Poulton , Youran Qi , Shubha Raghvendra , Miguel Ramos , Ekagra Ranjan , Pierre Richemond , Cécile Robert-Michon , Aurélien Rodriguez , Sudip Roy , Sebastian Ruder , Laura Ruis , Louise Rust , Anubhav Sachan , Alejandro Salamanca , Kailash Karthik Saravanakumar , Isha Satyakam , Alice Schoenauer Sebag , Priyanka Sen , Sholeh Sepehri , Preethi Seshadri , Ye Shen , Tom Sherborne , Sylvie Shang Shi , Sanal Shivaprasad , Vladyslav Shmyhlo , Anirudh Shrinivason , Inna Shteinbuk , Amir Shukayev , Mathieu Simard , Ella Snyder , Ava Spataru , Victoria Spooner , Trisha Starostina , Florian Strub , Yixuan Su , Jimin Sun , Dwarak Talupuru , Eugene Tarassov , Elena Tommasone , Jennifer Tracey , Billy Trend , Evren Tumer , Ahmet Üstün , Bharat Venkitesh , David Venuto , Pat Verga , Maxime Voisin , Alex Wang , Donglu Wang , Shijian Wang , Edmond Wen , Naomi White , Jesse Willman , Marysia Winkels , Chen Xia , Jessica Xie , Minjie Xu , Bowen Yang , Tan Yi-Chern , Ivan Zhang , Zhenyu Zhao , Zhoujie Zhao

In this work, we present a comprehensive exploration of finetuning Malaysian language models, specifically Llama2 and Mistral, on embedding tasks involving negative and positive pairs. We release two distinct models tailored for Semantic…

计算与语言 · 计算机科学 2024-02-06 Husein Zolkepli , Aisyah Razak , Kamarul Adha , Ariff Nazhan

Recently, Large Language Models (LLMs) have dominated much of the artificial intelligence scene with their ability to process and generate natural languages. However, the majority of LLM research and development remains English-centric,…

Large language models (LLMs), with their powerful generative capabilities and vast knowledge, empower various tasks in everyday life. However, these abilities are primarily concentrated in high-resource languages, leaving low-resource…

计算与语言 · 计算机科学 2024-12-20 Shaolei Zhang , Kehao Zhang , Qingkai Fang , Shoutao Guo , Yan Zhou , Xiaodong Liu , Yang Feng

This technical report introduces EXAONE 4.0, which integrates a Non-reasoning mode and a Reasoning mode to achieve both the excellent usability of EXAONE 3.5 and the advanced reasoning abilities of EXAONE Deep. To pave the way for the…

Large language models (LLMs) demonstrate promising translation performance among various natural languages. However, many LLMs especially the open-sourced ones, such as BLOOM and LLaMA, are English-dominant and support only dozens of…

计算与语言 · 计算机科学 2023-11-22 Wen Yang , Chong Li , Jiajun Zhang , Chengqing Zong

We release Code Llama, a family of large language models for code based on Llama 2 providing state-of-the-art performance among open models, infilling capabilities, support for large input contexts, and zero-shot instruction following…

Language modeling has witnessed remarkable advancements in recent years, with Large Language Models (LLMs) like ChatGPT setting unparalleled benchmarks in human-like text generation. However, a prevailing limitation is the…

计算与语言 · 计算机科学 2023-11-13 Abhinand Balachandran

The release of top-performing open-weight LLMs has cemented China's role as a leading force in AI development. Do these models support languages spoken in China? Or do they support the same languages as models developed in the United States…

计算与语言 · 计算机科学 2026-05-18 Andrea W Wen-Yi , Unso Eun Seo Jo , David Mimno

Machine learning has brought striking advances in multilingual natural language processing capabilities over the past year. For example, the latest techniques have improved the state-of-the-art performance on the XTREME multilingual…

This paper investigates a critical design decision in the practice of massively multilingual continual pre-training -- the inclusion of parallel data. Specifically, we study the impact of bilingual translation data for massively…

计算与语言 · 计算机科学 2025-12-05 Shaoxiong Ji , Zihao Li , Jaakko Paavola , Hengyu Luo , Jörg Tiedemann

Large language models (LLMs) have advanced the state of the art in natural language processing. However, their predominant design for English or a limited set of languages creates a substantial gap in their effectiveness for low-resource…

计算与语言 · 计算机科学 2024-04-04 Peiqin Lin , Shaoxiong Ji , Jörg Tiedemann , André F. T. Martins , Hinrich Schütze

This paper presents LOLA, a massively multilingual large language model trained on more than 160 languages using a sparse Mixture-of-Experts Transformer architecture. Our architectural and implementation choices address the challenge of…

We introduce EXAONE 3.0 instruction-tuned language model, the first open model in the family of Large Language Models (LLMs) developed by LG AI Research. Among different model sizes, we publicly release the 7.8B instruction-tuned model to…

High-resource languages such as English, enables the pretraining of high-quality large language models (LLMs). The same can not be said for most other languages as LLMs still underperform for non-English languages, likely due to a gap in…

计算与语言 · 计算机科学 2025-02-20 Jiayi Wang , Yao Lu , Maurice Weber , Max Ryabinin , David Adelani , Yihong Chen , Raphael Tang , Pontus Stenetorp