light_gpt_text_generator

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.