synthara-legacy

tripplet-research/synthara-legacy

synthara-legacy is a text generation model from tripplet-research. Use it when you need the model to write or continue text. It is set up for gguf. The card lists the license as apache-2.0.

Deprecated. This model is no longer maintained and is not recommended for any production or serious research use. It exists purely as a historical artifact for the Tripplet Research organisation. See newer Synthara re…

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362 MB on disk

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At a glance

Task: Text Generation
Library: gguf
License: apache-2.0
Model type: gpt2
Access: Public
Created: Apr 12, 2026
Updated: Apr 13, 2026
SHA: 9c630f38

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Model card

From the Hugging Face model README

Synthara Legacy

Deprecated. This model is no longer maintained and is not recommended for any production or serious research use. It exists purely as a historical artifact for the Tripplet Research organisation. See newer Synthara releases if any are available.

Honest disclaimer: Synthara Legacy is not a good model. It was built as an early proof-of-concept with randomly initialised weights and no fine-tuning on meaningful data. Output quality is poor — expect incoherent or repetitive text. It is published here for transparency and archival purposes only.

Architecture

Property	Value
Base architecture	GPT-2
Parameters	~51.5 M
Layers	8
Attention heads	8
Embedding dim	512
Context length	1 024 tokens
Tokenizer	GPT-2 fast (Apache 2.0)

Status

DEPRECATED — do not use in production.

This checkpoint has never been trained on any dataset. Weights are random initialisations only. It will not produce useful output without significant fine-tuning.

License

Apache 2.0 — see LICENSE.

Credits

Architecture based on the open GPT-2 specification (OpenAI, MIT licence).
Tokenizer from openai-community/gpt2 (MIT licence).
Built with Transformers (Apache 2.0).
Published by Tripplet Research.

This model is not derived from any unlicensed third-party checkpoint.

Task: Text Generation
Library: gguf
Type: gpt2
License: apache-2.0
Languages: en
Created: Apr 12, 2026
Updated: Apr 13, 2026