Instructions to use purefall/shotpilot-e5-full-evidence-qwen3vl8b-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use purefall/shotpilot-e5-full-evidence-qwen3vl8b-lora with PEFT:
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- Notebooks
- Google Colab
- Kaggle
ShotPilot Full-Five-Evidence Qwen3-VL-8B LoRA
This archive contains the three epoch checkpoints and reproducibility artifacts for the strict full-five-evidence ablation.
Training
- 2,483 training rows
- Qwen3-VL-8B-Instruct
- LoRA rank 64, alpha 32, dropout 0.05
- 3 epochs, checkpoints 156/312/468
- learning rate 5e-6, weight decay 0.1, warmup ratio 0.03, cosine schedule
- global batch size 16, BF16, max sequence length 4096, image size 672, seed 42
- assistant target: all five canonical Evidence observations followed by aggregated Problem and Action
Evaluation
Each checkpoint was evaluated on the fixed Eval100_new set with the fixed free-review prompt, deterministic decoding, and max_new_tokens=768. Ground-truth fallback and pair judging were disabled.
Primary outputs are preserved unchanged. Separate repaired outputs replace only rows with loop_8gram_max >= 4, using deterministic escalating repetition controls:
- round 1: no-repeat-ngram 8, repetition penalty 1.05
- round 2 when needed: no-repeat-ngram 6, repetition penalty 1.10
- round 3 when needed: no-repeat-ngram 4, repetition penalty 1.15
Loop audit:
| Checkpoint | Primary loops | Repaired loops | Repaired rows |
|---|---|---|---|
| 156 | 36 | 0 | 36 |
| 312 | 12 | 0 | 12 |
| 468 | 5 | 0 | 5 |
The repaired files are decoding interventions and must not be reported as the untouched primary model output. Every primary and repaired file contains exactly 100 unique evaluation IDs.
Archive Contents
checkpoints/: adapter weights, adapter config, trainer state, and checkpoint README for 156/312/468nonweights.tar: training/evaluation scripts, train and evaluation JSONL manifests, summaries, logs, and token auditmanifest.json: local/remote byte sizes and SHA256 checksums
The archive excludes optimizer state, base-model weights, and images.
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Model tree for purefall/shotpilot-e5-full-evidence-qwen3vl8b-lora
Base model
Qwen/Qwen3-VL-8B-Instruct