- Fine-tuning may
refer to: Fine-tuning (deep learning) Fine-tuning (physics) Fine-tuned
universe Tuning (disambiguation) This
disambiguation page lists...
-
proposed ways to
automatically construct SFT datasets. In
rejection sampling finetuning (RFT), new
reasoning traces are
collected via a loop:
Sample a task prompt...
- may
finetune it to
perform a
specific task. More
finetuning would result in
higher average task performance, but less
diverse outputs. Less
finetuning would...
-
context length from 4K to 16K. This
produced the Base models.
Supervised finetuning (SFT): 2B
tokens of
instruction data. This
produced the
Instruct models...
- The fine-tuned
universe is the
hypothesis that,
because "life as we know it"
could not
exist if the
constants of
nature – such as the
electron charge,...
-
Christopher D.; Potts,
Christopher (2024-04-07), ReFT:
Representation Finetuning for
Language Models, arXiv:2404.03592 "Fine-tuning". OpenAI. Retrieved...
- Manning,
Christopher D.; Potts,
Christopher (2024). "ReFT:
Representation Finetuning for
Language Models". NeurIPS. arXiv:2404.03592. "Improving mathematical...
-
instruction (zero-shot).
Different entries in the
series uses
different finetuning data. ByT5 (2021): a byte-level
version of T5,
trained on mC4 (multilingual...
- the
finetuning dataset is less than 1% the size of
pretraining dataset. In some cases, a
small amount of high
quality data
suffices for
finetuning, and...
-
trained from scratch, or by
finetuning. A 2022
study found that
Transformers pretrained only on
natural language can be
finetuned on only 0.03% of parameters...
