Google's T5
Transfer learning, where a model is first pre-trained on a data-rich task before being fine-tuned on a downstream task, has emerged as a powerful technique in natural language processing (NLP). The effectiveness of transfer learning has given rise to a diversity of approaches, methodology, and practice. In this paper, we explore the landscape of transfer learning techniques for NLP by introducing a unified framework that converts every language problem into a text-to-text format. Our systematic study compares pre-training objectives, architectures, unlabeled datasets, transfer approaches, and other factors on dozens of language understanding tasks. By combining the insights from our exploration with scale and our new “Colossal Clean Crawled Corpus”, we achieve state-of-the-art results on many benchmarks covering summarization, question answering, text classification, and more. To facilitate future work on transfer learning for NLP, we release our dataset, pre-trained models, and code.
Description
T5 Version 1.1 includes the following improvements compared to the original T5 model- GEGLU activation in feed-forward hidden layer, rather than ReLU - see here.
Dropout was turned off in pre-training (quality win). Dropout should be re-enabled during fine-tuning.
Pre-trained on C4 only without mixing in the downstream tasks.
no parameter sharing between embedding and classifier layer
"xl" and "xxl" replace "3B" and "11B". The model shapes are a bit different - larger
d_modeland smallernum_headsandd_ff.
Note: T5 Version 1.1 was only pre-trained on C4 excluding any supervised training. Therefore, this model has to be fine-tuned before it is useable on a downstream task. Pretraining Dataset: C4
Other Community Checkpoints: here
Paper: Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
Authors: Colin Raffel, Noam Shazeer, Adam Roberts, Katherine Lee, Sharan Narang, Michael Matena, Yanqi Zhou, Wei Li, Peter J. Liu
Details
Files
t5_v11XXL.safetensors
Mirrors
flux1T5TextEncoder_stock.safetensors
stableDiffusion3SD3_textEncoderT5XXLFP16.safetensors
t5xxl_fp16.safetensors
t5xxl_fp16.safetensors
clipExperts_t5xxlFp16.safetensors
t5xxl_fp16.safetensors
t5xxl_fp16.safetensors
clipExperts_t5xxlFp16.safetensors
t5xxl_fp16.safetensors
fluxT5XxlTextencoder_v10.safetensors
t5xxl_fp16.safetensors
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t5_v11XXL.safetensors
Mirrors
mochi1PreviewVideo_t5xxlFP8E4m3fnScaled.safetensors
t5xxl_fp8_e4m3fn_scaled.safetensors
t5xxl_fp8_e4m3fn_scaled.safetensors
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t5xxlFP8E4m3fnScaled.safetensors
t5xxl_fp8_e4m3fn_scaled.safetensors
model.safetensors
t5xxl_fp8_e4m3fn_scaled.safetensors
flux_t5xxl_fp8_e4m3fn_scaled.safetensors
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t5xxl_fp8_e4m3fn_scaled.safetensors
t5xxl_fp8_e4m3fn_scaled.safetensors
t5_v11XXL.safetensors
Mirrors
clipExperts_t5xxlFP8E4m3fn.safetensors
fluxTextencoderT5XxlFp8_v10.safetensors
t5xxl_fp8_e4m3fn.safetensors
stableDiffusion3SD3_textEncoderT5E4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
stableDiffusion3SD3_textEncoderT5E4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
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TitanFP8.safetensors
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t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
clip_t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_enconly.safetensors
t5xxl_fp8.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
t5xxl_fp8_e4m3fn.safetensors
