2407.21783
Jul 31, 2024
cs.AI
Llama 3 모델군(The Llama 3 Herd of Models)
The Llama 3 Herd of Models
Abhimanyu Dubey
Abhimanyu Dubey
Facebook AI Research
Citations:
18,787
h-index:
24
Amy Yang
Amy Yang
Citations:
16,890
h-index:
10
Angela Fan
Angela Fan
Citations:
16,746
h-index:
6
Aobo Yang
Aobo Yang
Citations:
16,433
h-index:
10
A. Korenev
A. Korenev
Citations:
33,555
h-index:
9
Arun Rao
Arun Rao
Citations:
16,292
h-index:
8
B. Biron
B. Biron
Citations:
16,812
h-index:
12
Binh Tang
Binh Tang
Citations:
16,517
h-index:
9
Chloe Bi
Chloe Bi
Citations:
16,416
h-index:
10
C. Touret
C. Touret
Citations:
16,599
h-index:
9
C. Wong
C. Wong
Citations:
16,589
h-index:
9
D. Song
D. Song
Citations:
16,720
h-index:
11
D. Pintz
D. Pintz
Citations:
16,307
h-index:
9
Diego Garcia-Olano
Diego Garcia-Olano
University of Texas at Austin
Citations:
16,486
h-index:
6
E. Smith
E. Smith
Citations:
16,457
h-index:
10
G. Nail
G. Nail
Citations:
16,370
h-index:
9
G. Mialon
G. Mialon
Citations:
18,518
h-index:
14
Hu Xu
Hu Xu
Citations:
16,325
h-index:
9
Jade Copet
Jade Copet
Citations:
24,013
h-index:
22
Jaewon Lee
Jaewon Lee
Citations:
16,262
h-index:
9
Jason Park
Jason Park
Citations:
16,293
h-index:
8
Jeet Shah
Jeet Shah
Citations:
16,245
h-index:
7
Jenny Hong
Jenny Hong
Citations:
16,239
h-index:
7
Jenya Lee
Jenya Lee
Citations:
33,687
h-index:
9
Jiawen Liu
Jiawen Liu
Citations:
16,269
h-index:
8
Jie Wang
Jie Wang
Citations:
16,289
h-index:
9
Jiecao Yu
Jiecao Yu
Citations:
16,466
h-index:
10
Joe Spisak
Joe Spisak
Citations:
17,928
h-index:
9
K. Upasani
K. Upasani
Citations:
17,579
h-index:
10
Keqian Li
Keqian Li
Citations:
32,377
h-index:
9
K. Chiu
K. Chiu
Citations:
16,235
h-index:
6
L. Maaten
L. Maaten
Citations:
92,593
h-index:
51
Liang Tan
Liang Tan
Citations:
16,671
h-index:
9
L. Malo
L. Malo
Citations:
16,277
h-index:
6
M. Muzzi
M. Muzzi
Citations:
16,222
h-index:
6
Mannat Singh
Mannat Singh
Facebook AI Research (FAIR)
Citations:
21,875
h-index:
14
Mike Lewis
Mike Lewis
Citations:
16,646
h-index:
9
Min Si
Min Si
Citations:
16,126
h-index:
5
Pengwei Li
Pengwei Li
Citations:
16,646
h-index:
9
Peter Weng
Peter Weng
Citations:
16,252
h-index:
7
P. Dubal
P. Dubal
Citations:
16,284
h-index:
8
Puxin Xu
Puxin Xu
Citations:
35,073
h-index:
11
Q. He
Q. He
Citations:
16,204
h-index:
6
Rohit Girdhar
Rohit Girdhar
Facebook AI Research
Citations:
31,529
h-index:
31
Ruan Silva
Ruan Silva
Citations:
33,574
h-index:
9
Rui Hou
Rui Hou
Citations:
16,897
h-index:
8
Rui Wang
Rui Wang
Citations:
16,537
h-index:
7
Sean Bell
Sean Bell
Citations:
16,782
h-index:
7
S. Kim
S. Kim
Citations:
16,079
h-index:
2
Sergey Edunov
Sergey Edunov
Facebook AI Research
Citations:
51,135
h-index:
19
Sheng Shen
Sheng Shen
University of California, Berkeley
Citations:
28,042
h-index:
34
Shun Zhang
Shun Zhang
Citations:
16,273
h-index:
9
S. Collot
S. Collot
Citations:
16,251
h-index:
7
Suchin Gururangan
Suchin Gururangan
Allen Institute for AI
Citations:
26,388
h-index:
24
T. Fowler
T. Fowler
Citations:
16,950
h-index:
9
Tong Xiao
Tong Xiao
Citations:
16,269
h-index:
8
Ujjwal Karn
Ujjwal Karn
Facebook
Citations:
16,304
h-index:
6
Weiwei Chu
Weiwei Chu
Citations:
16,285
h-index:
8
Wenyin Fu
Wenyin Fu
Citations:
33,692
h-index:
9
X. Tan
X. Tan
Citations:
16,593
h-index:
4
Xuchao Jia
Xuchao Jia
Citations:
16,148
h-index:
4
Yiqian Wen
Yiqian Wen
Citations:
16,553
h-index:
4
Yiwen Song
Yiwen Song
Citations:
19,311
h-index:
2
Yuchen Zhang
Yuchen Zhang
Meta AI
Citations:
33,621
h-index:
9
Yue Li
Yue Li
Citations:
16,397
h-index:
8
Yuning Mao
Yuning Mao
Citations:
17,516
h-index:
9
Abha Jain
Abha Jain
Citations:
16,231
h-index:
5
A. Kelsey
A. Kelsey
Citations:
16,235
h-index:
6
A. Menon
A. Menon
Citations:
16,326
h-index:
7
Anam Yunus
Anam Yunus
Citations:
16,191
h-index:
4
Andrei Lupu
Andrei Lupu
University of Oxford, Meta AI
Citations:
16,810
h-index:
12
A. Caples
A. Caples
Citations:
16,270
h-index:
6
Andrew Gu
Andrew Gu
Citations:
16,168
h-index:
3
Andrew Ho
Andrew Ho
Citations:
16,217
h-index:
5
Beau James
Beau James
Citations:
16,219
h-index:
5
Ben Maurer
Ben Maurer
Citations:
16,223
h-index:
5
Beth Loyd
Beth Loyd
Citations:
16,233
h-index:
6
Bing Liu
Bing Liu
Citations:
19,549
h-index:
9
Bo Wu
Bo Wu
Citations:
16,187
h-index:
5
B. Ni
B. Ni
Citations:
16,213
h-index:
6
Bram Wasti
Bram Wasti
Citations:
17,084
h-index:
8
Chao Zhou
Chao Zhou
Citations:
16,200
h-index:
5
Chester Hu
Chester Hu
Citations:
16,180
h-index:
4
Chris Cai
Chris Cai
Citations:
16,261
h-index:
8
D. Beaty
D. Beaty
Citations:
16,180
h-index:
4
David Xu
David Xu
Citations:
16,174
h-index:
5
Didem Foss
Didem Foss
Citations:
16,148
h-index:
4
Duc Le
Duc Le
Citations:
18,072
h-index:
23
Emily Hahn
Emily Hahn
Citations:
16,191
h-index:
5
Emily Wood
Emily Wood
Citations:
16,191
h-index:
5
E. Arcaute
E. Arcaute
Citations:
16,990
h-index:
7
Fei Sun
Fei Sun
Citations:
16,346
h-index:
8
F. Kreuk
F. Kreuk
Citations:
18,917
h-index:
19
Feng Tian
Feng Tian
Citations:
16,223
h-index:
6
Han Zou
Han Zou
Citations:
16,211
h-index:
6
Han Zha
Han Zha
Citations:
16,103
h-index:
4
Helen Suk
Helen Suk
Citations:
17,280
h-index:
3
Itai Gat
Itai Gat
Meta
Citations:
22,081
h-index:
22
Jeff Tang
Jeff Tang
Citations:
16,090
h-index:
3
J. Chan
J. Chan
Citations:
16,133
h-index:
4
Jenny Zhen
Jenny Zhen
Citations:
16,130
h-index:
4
J. Teboul
J. Teboul
Citations:
16,132
h-index:
4
J. Zhong
J. Zhong
Citations:
16,130
h-index:
4
Jian Jin
Jian Jin
Citations:
16,311
h-index:
7
J. Carvill
J. Carvill
Citations:
16,123
h-index:
4
J. McPhie
J. McPhie
Citations:
16,170
h-index:
4
J. Torres
J. Torres
Citations:
16,116
h-index:
4
U. KamHou
U. KamHou
Citations:
16,077
h-index:
2
Kun Huang
Kun Huang
Citations:
16,154
h-index:
6
Kyle Huang
Kyle Huang
Citations:
16,135
h-index:
4
Lee Bell
Lee Bell
Citations:
16,118
h-index:
4
Lei Zhang
Lei Zhang
Citations:
16,132
h-index:
4
Licheng Yu
Licheng Yu
Citations:
16,750
h-index:
7
M. Bhatt
M. Bhatt
Citations:
16,403
h-index:
6
M. Lennie
M. Lennie
Citations:
16,250
h-index:
7
M. Groshev
M. Groshev
Citations:
16,191
h-index:
5
M. Naumov
M. Naumov
Citations:
16,488
h-index:
8
Maya Lathi
Maya Lathi
Citations:
16,119
h-index:
4
M. Seltzer
M. Seltzer
Citations:
26,802
h-index:
44
Michal Valko
Michal Valko
Building something new @ Stealth Startup & Inria & MVA - Ex: Llama @AIatMeta Gemini and BYOL @GoogleDeepMind
Citations:
32,150
h-index:
44
M. Patel
M. Patel
Citations:
16,128
h-index:
4
Mike Clark
Mike Clark
Citations:
16,208
h-index:
6
M. Macey
M. Macey
Citations:
16,253
h-index:
7
Mike Wang
Mike Wang
Citations:
16,120
h-index:
4
Mo Metanat
Mo Metanat
Citations:
16,194
h-index:
5
Mohammad Rastegari
Mohammad Rastegari
Iran University of Science and Technology
Citations:
17,482
h-index:
15
Nick Egebo
Nick Egebo
Citations:
16,136
h-index:
4
Ning Dong
Ning Dong
Citations:
16,196
h-index:
3
Ning Zhang
Ning Zhang
Citations:
16,243
h-index:
6
O. Hart
O. Hart
Citations:
16,118
h-index:
4
Paul Saab
Paul Saab
Citations:
16,191
h-index:
5
P. Yuvraj
P. Yuvraj
Citations:
16,340
h-index:
8
Qian Liang
Qian Liang
Citations:
16,291
h-index:
7
Rafi Ayub
Rafi Ayub
Citations:
16,346
h-index:
8
Raymond Li
Raymond Li
Citations:
16,234
h-index:
7
Rocky Wang
Rocky Wang
Citations:
16,209
h-index:
6
Russ Howes
Russ Howes
Citations:
27,087
h-index:
12
Sara Chugh
Sara Chugh
Citations:
16,195
h-index:
5
S. Sidorov
S. Sidorov
Citations:
16,075
h-index:
2
Sheng Feng
Sheng Feng
Citations:
16,219
h-index:
7
S. Shankar
S. Shankar
Citations:
16,092
h-index:
2
S. Gupta
S. Gupta
Citations:
17,259
h-index:
15
Sunny Virk
Sunny Virk
Citations:
16,150
h-index:
3
Tal Remez
Tal Remez
Citations:
22,001
h-index:
23
Tianhe Li
Tianhe Li
Citations:
16,732
h-index:
5
V. Poenaru
V. Poenaru
Citations:
16,147
h-index:
4
V. Ivanov
V. Ivanov
Citations:
16,170
h-index:
5
Wei Li
Wei Li
Citations:
16,157
h-index:
3
Sara Hunt
Sara Hunt
Citations:
16,232
h-index:
5
S. Pan
S. Pan
Citations:
16,732
h-index:
7
Jeremy Fu
Jeremy Fu
Citations:
33,743
h-index:
10
현대 인공지능(AI) 시스템은 파운데이션 모델(foundation models)에 의해 구동됩니다. 본 논문은 Llama 3라고 불리는 새로운 파운데이션 모델 세트를 제시합니다. 이는 다국어, 코딩, 추론 및 도구 사용을 기본적으로 지원하는 언어 모델군입니다. 가장 큰 모델은 4,050억(405B) 개의 파라미터와 최대 12만 8천(128K) 토큰의 컨텍스트 윈도우를 가진 Dense Transformer입니다. 본 논문은 Llama 3에 대한 광범위한 실증적 평가를 제시합니다. 평가 결과, Llama 3는 수많은 작업에서 GPT-4와 같은 선도적인 언어 모델과 대등한 품질을 제공하는 것으로 나타났습니다. 우리는 4,050억 파라미터 언어 모델의 사전 학습(pre-trained) 및 사후 학습(post-trained) 버전과 입출력 안전을 위한 Llama Guard 3 모델을 포함하여 Llama 3를 공개적으로 배포합니다. 또한 본 논문은 구성적(compositional) 접근 방식을 통해 이미지, 비디오 및 음성 기능을 Llama 3에 통합한 실험 결과를 제시합니다. 우리는 이 접근 방식이 이미지, 비디오 및 음성 인식 작업에서 최신 기술(state-of-the-art)과 경쟁력 있는 성능을 보임을 확인했습니다. 결과물로 나온 모델들은 아직 개발 중이므로 광범위하게 배포되지는 않습니다.
Original
Abstract
Modern artificial intelligence (AI) systems are powered by foundation models. This paper presents a new set of foundation models, called Llama 3. It is a herd of language models that natively support multilinguality, coding, reasoning, and tool usage. Our largest model is a dense Transformer with 405B parameters and a context window of up to 128K tokens. This paper presents an extensive empirical evaluation of Llama 3. We find that Llama 3 delivers comparable quality to leading language models such as GPT-4 on a plethora of tasks. We publicly release Llama 3, including pre-trained and post-trained versions of the 405B parameter language model and our Llama Guard 3 model for input and output safety. The paper also presents the results of experiments in which we integrate image, video, and speech capabilities into Llama 3 via a compositional approach. We observe this approach performs competitively with the state-of-the-art on image, video, and speech recognition tasks. The resulting models are not yet being broadly released as they are still under development.
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