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ResearchFormerly WizWand

Video Editing Evaluation on VEFX-Dataset (test)

0.78SRCC (Overall)VEFX-Reward-32B

Evaluation results

Method	Links
VEFX-Reward-32B2026.04		0.78	0.754	0.681	0.717	0.612	0.567	0.597	0.616	0.751	0.792	0.732	0.79	0.825	0.643	0.74	0.475
VEFX-Reward-4B2026.04		0.76	0.714	0.69	0.693	0.564	0.574	0.556	0.595	0.704	0.793	0.71	0.771	0.888	0.642	0.764	0.493
Gemini-3.1-Pro2026.04		0.752	0.731	0.518	0.681	0.559	0.459	0.584	0.608	0.754	0.51	0.644	0.726	0.826	0.864	0.788	0.546
Seed-2.0-Lite2026.04		0.72	0.545	0.544	0.697	0.483	0.497	0.527	0.607	0.616	0.594	0.729	0.768	0.984	0.815	0.791	0.51
Qwen3.5-122B2026.04		0.631	0.379	0.563	0.658	0.327	0.523	0.573	0.52	0.378	0.663	0.601	0.685	1.165	0.752	0.893	0.578
Seed-1.62026.04		0.63	0.686	0.618	0.504	0.605	0.573	0.447	0.508	0.684	0.608	0.591	0.701	0.918	0.798	0.917	0.565
Qwen3.5-397B2026.04		0.601	0.572	0.422	0.654	0.506	0.384	0.587	0.497	0.615	0.624	0.692	0.657	0.992	0.785	0.82	0.598
Gemini-3.1-Flash-Lite2026.04		0.574	0.309	0.302	0.661	0.283	0.277	0.555	0.436	0.316	0.425	0.673	0.505	1.194	0.91	0.84	0.685
EditReward2026.04		0.558	0.453	-0.211	—	0.342	-0.164	—	0.411	0.455	0.317	—	0.58	1.113	0.844	—	0.631
Gemini-2.5-Flash2026.04		0.383	0.256	0.217	0.581	0.236	0.195	0.544	0.296	0.256	0.491	0.569	0.478	1.216	0.875	0.934	0.697
VE-Bench2026.04		0.214	—	—	—	—	—	—	0.15	—	—	—	0.238	—	—	—	0.752