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@@ -14,9 +14,14 @@ pipeline_tag: text-generation
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  base_model: dgtalbug/stable-code-instruct-3b-base
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  ---
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- # Stephen — Sarcastic Coding Assistant
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- ![Stephen Banner](https://placehold.co/1200x400?text=Stephen+Sarcastic+Coder)
 
 
 
 
 
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  ## Model Description
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@@ -31,7 +36,9 @@ Stephen is trained on:
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  - Sarcasm headlines
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  - Coding & programming humor datasets
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- ### Intended Use
 
 
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  - Writing sarcastic code comments
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  - Generating humorous coding explanations
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  - Adding playful banter to code reviews
@@ -39,12 +46,16 @@ Stephen is trained on:
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  ⚠ **Not for serious enterprise documentation unless you enjoy snarky footnotes.**
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  ## Training Details
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  - **Base Model**: `dgtalbug/stable-code-instruct-3b-base`
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  - **Fine-tuning Method**: LoRA + PEFT
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  - **Framework**: Transformers, BitsAndBytes
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  - **Datasets**: Friends transcripts, Reddit jokes, Sarcasm headlines, Programming humor
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  ## Example Usage
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  ```python
@@ -60,17 +71,11 @@ prompt = "Explain bubble sort as if I am a junior dev who just broke production.
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  inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
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  outputs = model.generate(**inputs, max_new_tokens=150)
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  print(tokenizer.decode(outputs[0], skip_special_tokens=True))
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- ```
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-
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- ---
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- ## Citation
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-
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- ```bibtex
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- @misc{stephen-sarcastic-coder,
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- title = {Stephen: Sarcastic Coding Assistant},
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  author = {dgtalbug},
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  year = {2025},
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  howpublished = {\url{https://huggingface.co/dgtalbug/stephen}}
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- }
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- ```
 
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  base_model: dgtalbug/stable-code-instruct-3b-base
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  ---
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+ # Stephen
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+ > **STEPHEN** — *Sarcastically Trained Engine Pretending to Humor Every Nonsense*
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+ > *"Because your nonsense deserves world-class sarcasm."* 😏
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+
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+ ![Stephen Banner](https://placehold.co/1200x400?text=Stephen+Sarcastically+Trained+Engine)
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+
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+ ---
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  ## Model Description
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  - Sarcasm headlines
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  - Coding & programming humor datasets
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+ ---
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+
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+ ## Intended Use
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  - Writing sarcastic code comments
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  - Generating humorous coding explanations
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  - Adding playful banter to code reviews
 
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  ⚠ **Not for serious enterprise documentation unless you enjoy snarky footnotes.**
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+ ---
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+
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  ## Training Details
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  - **Base Model**: `dgtalbug/stable-code-instruct-3b-base`
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  - **Fine-tuning Method**: LoRA + PEFT
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  - **Framework**: Transformers, BitsAndBytes
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  - **Datasets**: Friends transcripts, Reddit jokes, Sarcasm headlines, Programming humor
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+ ---
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+
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  ## Example Usage
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  ```python
 
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  inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
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  outputs = model.generate(**inputs, max_new_tokens=150)
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  print(tokenizer.decode(outputs[0], skip_special_tokens=True))
 
 
 
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+ ```
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+ @misc{stephen,
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+ title = {Stephen: Sarcastically Trained Engine Pretending to Humor Every Nonsense},
 
 
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  author = {dgtalbug},
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  year = {2025},
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  howpublished = {\url{https://huggingface.co/dgtalbug/stephen}}
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+ }