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Small language models

Using small-parameter, freely available language models on minimal hardware.

Project requirement

No hardware for running large models.

Technical question

How far can small models go in document generation?

Validation

DistilGPT2, GPT-Neo 125M, Facebook OPT 125M and 350M, and GPT-2 Medium were compared.

Decision

Small models are usable with tailored prompting; handling complex relationships is still limited and needs fine-tuning.

Implementations by language

Python

Models are loaded and run through Hugging Face Transformers pipelines.

Used by projects

Related research