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oints arxiv 2305 13245 cs cl 1 2 deepseek ai liu aixin feng bei wang bin wang bingxuan liu bo zhao chenggang dengr chengqi ruan chong 19 june 2024 deepseek v2 a strong economical and efficient mixture of experts language model arxiv 2405 04434 cs cl 1 2 leviathan yaniv kalman matan matias yossi 2023 05 18 fast inference from transformers via speculative decoding arxiv 2211 17192 cs lg fu yao 2023 12 11 towards 100x speedup full stack transformer inference optimization yaofu notion site chen charlie borgeaud sebastian irving geoffrey lespiau jean baptiste sifre laurent jumper john 2023 02 02 accelerating large language model decoding with speculative sampling arxiv 2302 01318 cs cl gloeckle fabian badr youbi idrissi rozière baptiste lopez paz david synnaeve gabriel 2024 better faster large language models via multi token prediction arxiv 2404 19737 cs cl deepseek ai et al 2024 deepseek v3 technical report arxiv 2412 19437 cs cl 1 2 kitaev nikita kaiser łukasz levskaya anselm 2020 reformer the efficient transformer arxiv 2001 04451 cs lg liu ze lin yutong cao yue hu han wei yixuan zhang zheng lin stephen guo baining 2021 swin transformer hierarchical vision transformer using shifted windows 2021 ieee cvf international conference on computer vision iccv ieee pp 9992 10002 arxiv 2103 14030 doi 10 1109 iccv48922 2021 00986 isbn 978 1 6654 2812 5 ristea nicolaea catalin ionescu radu tudor khan fahad shahbaz 2022 09 18 septr separable transformer for audio spectrogram processing interspeech isca 4103 4107 arxiv 2203 09581 doi 10 21437 interspeech 2022 249 tay yi dehghani mostafa abnar samira shen yikang bahri dara pham philip rao jinfeng yang liu ruder sebastian metzler donald 2020 11 08 long range arena a benchmark for efficient transformers arxiv 2011 04006 cs lg reformer the efficient transformer google ai blog 16 january 2020 archived from the original on 2020 10 22 retrieved 2020 10 22 gomez aidan n ren mengye urtasun raquel grosse roger b 2017 the reversible residual network backpropagation without storing activations advances in neural information processing systems 30 curran associates inc arxiv 1707 04585 archived from the original on 2024 08 11 retrieved 2024 08 11 child rewon gray scott radford alec sutskever ilya 2019 04 23 generating long sequences with sparse transformers arxiv 1904 10509 cs lg constructing transformers for longer sequences with sparse attention methods google ai blog 25 march 2021 archived from the original on 2021 09 18 retrieved 2021 05 28 zhai shuangfei talbott walter srivastava nitish huang chen goh hanlin zhang ruixiang susskind josh 2021 09 21 an attention free transformer arxiv 2105 14103 cs lg peng hao pappas nikolaos yogatama dani schwartz roy smith noah a kong lingpeng 2021 03 19 random feature attention arxiv 2103 02143 cs cl choromanski krzysztof likhosherstov valerii dohan david song xingyou gane andreea sarlos tamas hawkins peter davis jared belanger david colwell lucy weller adrian 2020 09 30 masked language modeling for proteins via linearly scalable long context transformers arxiv 2006 03555 cs lg lu kevin grover aditya abbeel pieter mordatch igor 2022 06 28 frozen pretrained transformers as universal computation engines proceedings of the aaai conference on artificial intelligence 36 7 7628 7636 doi 10 1609 aaai v36i7 20729 issn 2374 3468 archived from the original on 2024 12 02 retrieved 2024 08 11 vicuna an open source chatbot impressing gpt 4 with 90 chatgpt quality lmsys org lmsys org 30 march 2023 archived from the original on 2024 08 12 retrieved 2024 08 11 liu haotian li chunyuan wu qingyang lee yong jae 2023 12 15 visual instruction tuning advances in neural information processing systems vol 36 pp 34892 34916 doi 10 52202 075280 1516 isbn 978 1 7138 9911 2 archived from the original on 2024 09 26 retrieved 2024 08 11 radford alec kim jong wook xu tao brockman greg mcleavey christine sutskever ilya 2022 robust speech recognition via large scale weak supervision arxiv 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to image generation via masked generative transformers arxiv 2301 00704 cs cv ramesh aditya pavlov mikhail goh gabriel gray scott voss chelsea radford alec chen mark sutskever ilya 2021 02 26 zero shot text to image generation arxiv 2102 12092 cs cv yu jiahui xu yuanzhong koh jing yu luong thang baid gunjan wang zirui vasudevan vijay ku alexander yang yinfei 2022 06 21 scaling autoregressive models for content rich text to image generation arxiv 2206 10789 cs cv kariampuzha william alyea gioconda qu sue sanjak jaleal mathé ewy sid eric chatelaine haley yadaw arjun xu yanji zhu qian 2023 precision information extraction for rare disease epidemiology at scale journal of translational medicine 21 1 157 doi 10 1186 s12967 023 04011 y pmc 9972634 pmid 36855134 hsu cyril shih huan dalgkitsis anestis grosso paola papagianni chrysa 2026 transformer empowered actor critic reinforcement learning for sequence aware service function chain partitioning ieee transactions on network science and engineering 13 9247 9264 arxiv 2504 18902 bibcode 2026itnse 13 9247h doi 10 1109 tnse 2026 3689920 issn 2327 4697 further reading alexander rush the annotated transformer archived 2021 09 22 at the wayback machine harvard nlp group 3 april 2018 us patent 10452978 noam m shazeer aidan nicholas gomez lukasz mieczyslaw kaiser jakob d uszkoreit llion owen jones niki j parmar illia polosukhin ashish teku vaswani attention based sequence transduction neural networks issued 2019 10 22 assigned to google llc v t e google ai google google brain google deepmind computer programs alphago versions alphago 2015 master 2016 alphago zero 2017 alphazero 2017 muzero 2019 competitions fan hui 2015 lee sedol 2016 ke jie 2017 in popular culture alphago 2017 other alphafold 2018 alphastar 2019 alphatensor 2022 alphadev 2023 funsearch 2023 alphageometry 2024 alphaproof 2024 alphaevolve 2025 alphagenome 2025 machine learning neural networks inception 2014 wavenet 2016 mobilenet 2017 transformer 2017 efficientnet 2019 gato 2022 other quantum artificial intelligence lab tensorflow tensor processing unit generative ai chatbots assistant 2016 sparrow 2022 gemini 2023 nano banana 2025 models bert 2018 xlnet 2019 t5 2019 lamda 2021 chinchilla 2022 palm 2022 imagen 2023 gemini 2023 videopoet 2024 gemma 2024 genie 2024 veo 2024 other dreambooth 2022 notebooklm 2023 vids 2024 gemini robotics 2025 antigravity 2025 see also attention is all you need future of go summit generative pre trained transformer google labs google workspace category commons v t e artificial intelligence ai history timeline glossary lists algorithms companies institutions projects software open source proprietary concepts automated reasoning automated planning constraint satisfaction knowledge representation parameter hyperparameter loss functions regression bias variance tradeoff double descent overfitting clustering gradient descent sgd quasi newton method conjugate gradient method backpropagation attention convolution normalization batchnorm activation softmax sigmoid rectifier gating weight initialization regularization datasets augmentation prompt engineering reinforcement learning q learning sarsa imitation policy gradient diffusion latent diffusion model autoregression adversary rag uncanny valley llm post training rlhf self supervised learning reflection recursive self improvement hallucination word embedding vibe coding blended ai open source ai sovereign ai symbolic ai neuro symbolic ai situated approach actor critic algorithm applications automated theorem proving general game playing machine learning in context learning artificial neural network deep learning language model large nmt reasoning model context protocol intelligent agent ai agent artificial human companion humanity s last exam lethal autonomous weapons laws generative ai weak ai hypothetical artificial general intelligence agi artificial superintelligence asi agent2agent protocol physical ai implementations audio visual alexnet wavenet human image synthesis hwr ocr computer vision speech synthesis 15 ai elevenlabs speech recognition whisper facial recognition alphafold text to image models aurora dall e firefly flux gpt image ideogram imagen midjourney recraft stable diffusion text to video models dream machine runway gen hailuo ai kling sora seedance veo music generation riffusion suno udio world models genie oasis text list of large language models project debater ibm watson ibm watsonx decisional alphago alphazero openai five self driving car muzero action selection autogpt robot control reasoning systems deductive classifiers expert systems inference engines knowledge based systems logic programs procedural reasoning systems semantic reasoners rule based systems cognitive architectures act r soar clarion lida opencog knowledge bases conceptnet wikidata dbpedia yago people alan turing warren sturgis mcculloch walter pitts john von neumann christopher d manning claude shannon shun ichi amari kunihiko fukushima takeo kanade marvin minsky john mccarthy nathaniel rochester allen newell cliff shaw herbert a simon oliver selfridge frank rosenblatt bernard widrow joseph weizenbaum seymour papert seppo linnainmaa paul werbos geoffrey hinton john hopfield jürgen schmidhuber yann lecun yoshua bengio lotfi a zadeh stephen grossberg alex graves james goodnight andrew ng fei fei li alex krizhevsky ilya sutskever oriol vinyals quoc v le ian goodfellow demis hassabis david silver andrej karpathy ashish vaswani noam shazeer aidan gomez john schulman mustafa suleyman jan leike daniel kokotajlo françois chollet neural network architectures neural turing machine differentiable neural computer transformer vision transformer vit recurrent neural network rnn long short term memory lstm gated recurrent unit gru echo state network multilayer perceptron mlp convolutional neural network cnn residual neural network rnn highway network mamba autoencoder variational autoencoder vae generative adversarial network gan graph neural network gnn political ai cold war ai in government ai safety alignment ai takeover elections ethics of ai eu ai act nationalism precautionary principle regulation of ai us virtual politician propaganda opposition to ai data centers social and economic ai boom ai bubble ai data center ai effect ai infrastructure ai literacy ai slop ai winter anthropomorphism arms race competition environmental impact explainable ai generative engine optimization in architecture in education in fiction in healthcare chatbot psychosis in marketing in video games in visual art military applications ai warfare workplace impact category v t e large language models llms list of llms ai companies benchmarks list of chatbots foundation model generative ai concepts language model nlp nlg computational linguistics foundation model small language model reasoning model generative pre trained transformer transformer attention kv cache context window tokenization word embedding parameter hyperparameter autoregression mixture of experts moe inference model compression knowledge distillation speculative decoding pagedattention neural scaling law multimodality open weights training prompting and alignment self supervised learning supervised learning fine tuning instruction tuning rlhf constitutional ai ai alignment ai safety mechanistic interpretability prompt engineering in context learning chain of thought prompting rag prompt injection adversarial machine learning hallucination stochastic parrot glitch token generative engine optimization models apertus bert bloom chinchilla claude dbrx deepseek llm gemini gemma glove glm gpt gpt j pangu granite hy inkling jais lamda laguna s llama mimo minerva mistral and mixtral muse spark muse glimmer nemotron palm phi qwen seq2seq t5 vicuna word2vec xlnet chatbots and assistants amazon q chatgpt character ai claude claude code deepseek doubao ernie bot gemini grok kimi kimi code lumo microsoft copilot meta ai perplexity ai sparrow you com agents coding and applications ai agent intelligent agent autogpt crewai langchain manus model context protocol agent2agent openai codex vibe coding code generation question answering machine translation text summarization chatbot virtual assistant software pytorch tensorflow hugging face llama cpp lm studio ollama sglang tensorrt llm vllm onnx openvino vector database chromadb deep learning software open source ai software hardware and infrastructure ai data center cuda gpu high bandwidth memory neural processing unit tpu benchmarks evaluation and detection language model benchmark mmlu humanity s last exam lmarena llm as a judge perplexity metric gptzero artificial intelligence content detection undetectable ai datasets and data data set text corpus common crawl the pile web scraping synthetic data training validation and test data sets organizations ai21 labs alibaba anthropic baidu cohere deepseek eleutherai google deepmind hugging face meta ai microsoft ai mistral ai minimax moonshot ai nvidia openai openrouter sarvam ai stepfun technology innovation institute thinking machines lab xai people sam altman dario amodei yoshua bengio aidan gomez demis hassabis geoffrey hinton andrej karpathy yann lecun percy liang liang wenfeng christopher d manning arthur mensch mira murati alec radford noam shazeer ilya sutskever ashish vaswani andrew ng social economic and governance ai boom ai bubble ai slop ai anthropomorphism ai arms race chatbot psychosis competition copyright deaths linked to chatbots dependency gaid environmental impact regulation ethics existential risk in education in healthcare workplace impact category large language models retrieved from https en wikipedia org w index php title transformer_ deep_learning oldid 1378762487 categories 2017 in artificial intelligence google software natural language processing neural network architectures hidden categories articles with short description short description is different from wikidata 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