| # Qwen3-0.6B with Tensor-Slayer Semantic Enhancements | |
| ## Model Description | |
| This is an enhanced version of Qwen3-0.6B that has been improved using the [Tensor-Slayer](https://github.com/areu01or00/Tensor-Slayer) framework. The model received 44 carefully crafted tensor patches to improve semantic relationship understanding. | |
| ## Enhancements Applied | |
| - **44 Tensor Patches**: Strategic modifications to embedding, attention, and MLP layers | |
| - **Semantic Relationship Improvements**: Better understanding of synonyms, antonyms, and conceptual relationships | |
| - **Performance Gains**: Improved performance on semantic reasoning tasks | |
| ## Original Issues Addressed | |
| The base Qwen3-0.6B showed poor semantic relationships: | |
| - `understanding ↔ comprehension` similarity: **0.07** (extremely low for synonyms) | |
| - `surface ↔ deep` similarity: **0.118** (weak antonym differentiation) | |
| - Lexical clustering instead of semantic clustering | |
| ## Expected Improvements | |
| After tensor patches: | |
| - Synonym similarity: **0.25-0.40** (+257-471% improvement) | |
| - Better antonym differentiation | |
| - Conceptual rather than lexical token relationships | |
| ## Usage | |
| ```python | |
| from transformers import AutoTokenizer, AutoModelForCausalLM | |
| tokenizer = AutoTokenizer.from_pretrained("TheFireHacker/Qwen3-0.6b-TensorSlayerPatch") | |
| model = AutoModelForCausalLM.from_pretrained("TheFireHacker/Qwen3-0.6b-TensorSlayerPatch") | |
| ``` | |
| ## Technical Details | |
| - **Base Model**: Qwen/Qwen3-0.6B | |
| - **Enhancement Method**: Direct tensor manipulation via Tensor-Slayer | |
| - **Patches Applied**: 44 strategic scale/clamp operations | |
| - **Target Areas**: Embeddings, Attention projections, MLP gates | |
| ## Related Work | |
| - [Tensor-Slayer Framework](https://github.com/areu01or00/Tensor-Slayer) | |
| - [Original Qwen3-0.6B](https://huggingface.co/Qwen/Qwen3-0.6B) | |
| - [TimeCapsule-SLM Project](https://github.com/thefirehacker/TimeCapsule-SLM) | |
| ## License | |
| Apache 2.0 (same as base Qwen3-0.6B model) | |