Llama-qwen3-4b-RPG

Llama-qwen3-4b-RPG is a fine-tuned variant of Qwen3-4B with facebook/research-plan-gen datasets Llama4-maverick generated, optimized for Research Plan Generation (RPG).
The model is designed to generate structured, high-quality research plans for complex scientific and technical tasks across multiple domains.

It is trained by using Unsloth notebook

Key Features

Research-aware generation
Produces clear, structured research plans with goals, methodologies, evaluation criteria, and constraints.
Two-stage training
- SFT warm-up for instruction following
- GRPO refinement using custom reward functions
Multi-domain coverage
- Machine Learning
- ArXiv research
- PubMed / biomedical research
Custom chat template Tailored specifically for research-planning tasks rather than generic chat.
Long-form optimized Tuned for long context windows and coherent multi-section outputs.

Training Overview

Base Model

Qwen3-4B

Dataset

Research Plan Generation Dataset
- Source: facebook/research-plan-gen
- Structure:
  - Goal
  - Rubric
  - Reference Solution

Training Strategy

Stage 1: Supervised Fine-Tuning (SFT)
- Learns structured research-plan formatting
- Aligns outputs with rubric-based expectations
Stage 2: GRPO Reinforcement Learning
- Improves plan quality using reward functions
- Encourages:
  - Completeness
  - Logical structure
  - Methodological rigor
  - Faithfulness to constraints

Intended Use Cases

Automated research planning
Scientific assistant systems
Academic proposal drafting
R&D ideation and experiment design
LLM-based research agents

Limitations

Not intended for factual verification or citation generation
Outputs should be reviewed by domain experts
Optimized for planning, not final paper writing

License

This model follows the license of its base model Qwen3-4B and the dataset used for training.
Please review upstream licenses before commercial use.

Acknowledgements

Qwen model family
Facebook Research Plan Generation dataset
Open-source RLHF / GRPO tooling

Citation

If you use this model in research or products, please cite appropriately.

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GGUF

Model size

4B params

Architecture

qwen3

Hardware compatibility

4-bit

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Model tree for vilarin/Llama-Qwen3-4B-RPG-gguf

Base model

Qwen/Qwen3-4B-Base

Finetuned

Qwen/Qwen3-4B

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unsloth/Qwen3-4B-GGUF