light_gpt_text_generator

Overview

light_gpt_text_generator is a distilled, 6-layer generative Transformer based on the GPT-2 architecture. It is optimized for low-latency text completion and creative writing tasks where computational resources are limited (Edge devices/Mobile).

Model Architecture

Type: Causal Language Model (Decoder-only)
Layers: 6 Transformer blocks (Reduced from GPT-2 Base's 12).
Embedding Dim: 768
Heads: 12 Multi-head self-attention.
Tokenizer: Byte-level Byte Pair Encoding (BPE).

Intended Use

Real-time autocomplete for code or prose.
Creative writing assistance and brainstorming.
Chatbot prototyping for specific domains.

Limitations

Hallucination: High tendency to generate factually incorrect information.
Coherence: Difficulty maintaining logical consistency over very long passages (>500 words).
Safety: Lack of an integrated RLHF layer means the model may generate toxic or biased content if prompted inappropriately.