
A 3B T5 model trained on the [P3](https://huggingface.co/datasets/bigscience/P3) (T0 split) dataset for 20,000 steps with a batch size of 2048 a maximum input sequence length of 1024, a maximum output sequence length of 256, and the Adafactor optimizer with a constant learning rate of 0.001.
The model is trained from the [T5 v1.1 lm-adapt checkpoint](https://huggingface.co/google/t5-xl-lm-adapt) and fully finetuned.

For more details, see [HINT: Hypernetwork Instruction Tuning for Efficient Zero- & Few-Shot Generalisation](https://arxiv.org/abs/2212.10315).

Performance on T0 held-out tasks (average accuracy across prompts using rank classification):

| Model | ANLI (avg) | HellaSwag | StoryCloze | CB | COPA | RTE | WiC | WSC | WinoGrande | Average |
|--|--|--|--|--|--|--|--|--|--|--|
| [T0-3B](https://huggingface.co/bigscience/T0_3B) | 33.4 | 27.2 | 84.0 | 45.4 | 75.9 | 64.6 | 50.7 | 65.1 | 51.0 | 55.2 |
| hypertask_T0_3B (this model) | 41.7 | 30.1 | 96.9 | 72.7 | 89.1 | 81.2 | 51.7 | 57.2 | 59.2 | 64.4 |
{"language": ["en"], "datasets": ["bigscience/P3"]}
transformers pytorch jax t5 text2text-generation en dataset:bigscience/P3 arxiv:2212.10315 autotrain_compatible endpoints_compatible text-generation-inference region:us
TAGS
#transformers #pytorch #jax #t5 #text2text-generation #en #dataset-bigscience/P3 #arxiv-2212.10315 #autotrain_compatible #endpoints_compatible #text-generation-inference #region-us 

A 3B T5 model trained on the P3 (T0 split) dataset for 20,000 steps with a batch size of 2048 a maximum input sequence length of 1024, a maximum output sequence length of 256, and the Adafactor optimizer with a constant learning rate of 0.001.
The model is trained from the T5 v1.1 lm-adapt checkpoint and fully finetuned.


For more details, see HINT: Hypernetwork Instruction Tuning for Efficient Zero- & Few-Shot Generalisation.


Performance on T0 held-out tasks (average accuracy across prompts using rank classification):




TAGS
#transformers #pytorch #jax #t5 #text2text-generation #en #dataset-bigscience/P3 #arxiv-2212.10315 #autotrain_compatible #endpoints_compatible #text-generation-inference #region-us 
