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CrashQwen-8B

CrashQwen-8B is a domain-adapted version of Qwen3-VL-8B-Instruct for structured multi-view post-crash analysis.

The model was adapted on Crash-VQA using LoRA applied to the language-model attention and feed-forward projections while keeping the vision encoder frozen.

Released checkpoint

This repository contains the final adapter used for the principal Crash-VQA paper results.

  • Base model: Qwen/Qwen3-VL-8B-Instruct
  • Training run: rosy-sweep-9
  • W&B run ID: cz6hwyti
  • Selected checkpoint: step 2250
  • LoRA rank: 16
  • LoRA alpha: 32
  • LoRA dropout: 0
  • Metadata policy: metadata for Delta-V and AIS2+ tasks only
  • Training seed: 42

On the complete natural Crash-VQA test split, the adapted model achieves 67.3% micro accuracy compared with 45.4% for the original Qwen3-VL-8B-Instruct zero-shot model.

Files

  • adapter_model.safetensors -- final LoRA adapter
  • adapter_config.json -- PEFT adapter configuration
  • crashvqa_training_config.json -- training configuration associated with the released adapter

The base Qwen3-VL-8B-Instruct weights are not redistributed in this repository.

Dataset

Crash-VQA: https://huggingface.co/datasets/oValach/Crash-VQA

License and intended use

This release is intended for noncommercial research use. See the repository license and access conditions before using the checkpoint.

The model is a research artifact and should not be used as the sole basis for medical, legal, insurance, accident-liability, or operational vehicle-safety decisions.

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