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Dikshan Karwa

Dikshan1234

Models in Library1
Datasets in Library0
Models on Hugging Face7
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This profile connects the 1 model and dataset record shown below to their upstream cards and sources. The library counts describe SAVRN's coverage, rather than this publisher's entire output.

Published tasks: Text generation.

Reported licenses: cc-by-nc-4.0. Open a record to review its specific license and conditions.

Compare model specifications, source dates, and hardware estimates on the individual records. Publisher identity verification is separate from a model's quality, deployment readiness, or suitability for your work.

Models

Model · Text generation

LLMPretrain

Dikshan Karwa

Every weight in this model was produced by this project. There is no frompretrained, no base checkpoint, and no adapter: the tokenizer, the architecture code, the data pipeline and the training loop are all bespoke, and training started from a random initialisation. Trained on a single RTX 5070 Ti (16 GB). Written by hand — no transformers model classes were used to define it. 309,705,984 transformer blocks. Bits per byte is the headline metric. This model's vocabulary (32,768) differs from GPT-2's (50,257), and cross-entropy per token is not comparable across tokenizers. BPB divides that out and is directly comparable. Validation loss is measured on a held-out slice of the training corpus…

Open weights cc-by-nc-4.0 transformers