Video Hallucination Evaluation on ELV-Halluc
25.3Visual Details (In)InternVL3-38B
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InternVL3-38BLLM size=32B2026.03 | 25.3 | 29 | 3.7 | 24.2 | 28 | 3.8 | 24 | 30 | 6 | 24.5 | 24.2 | -0.3 | 26.1 | 3.3 | 4.3 | |
| EVALLM size=7B2026.03 | 21.7 | 27.6 | 5.9 | 24.1 | 25.3 | 1.2 | 27.6 | 32.3 | 4.7 | 23.2 | 26.5 | 3.3 | 26.2 | 3.8 | 5 | |
| InternVL3-14BLLM size=14B2026.03 | 17.5 | 24.5 | 7 | 22.8 | 24.5 | 1.7 | 16.3 | 17.7 | 1.4 | 15.2 | 15.5 | 0.3 | 19.2 | 2.6 | 3.1 | |
| Qwen2.5VL-32BLLM size=32B2026.03 | 16.5 | 24.5 | 8 | 21.7 | 24.5 | 2.8 | 17.2 | 15 | -2.2 | 15.2 | 7.2 | -8 | 17.7 | 0.1 | 0.2 | |
| InternVL3-8BLLM size=7B2026.03 | 12.5 | 19.5 | 7 | 14.5 | 19.5 | 5 | 13.5 | 20.5 | 7 | 12.8 | 17.7 | 4.9 | 16.3 | 5.9 | 6.8 | |
| Qwen2.5VL-7bLLM size=7B2026.03 | 10.2 | 26 | 15.8 | 17.5 | 30.7 | 13.2 | 13 | 20.7 | 7.7 | 16.8 | 10.5 | -6.3 | 18.1 | 7.6 | 8.8 | |
| GPT-4oLLM size=/2026.03 | 8.5 | 14.2 | 5.7 | 16.3 | 17.5 | 1.2 | 13 | 15.2 | 2.2 | 13.3 | 12.2 | -1.1 | 13.7 | 2 | 2.2 | |
| LLaVA-OV-7bLLM size=7B2026.03 | 4.5 | 16.5 | 12 | 6.75 | 11.5 | 4.75 | 3.5 | 9.5 | 6 | 6 | 7 | 1 | 8.1 | 5.9 | 6.2 | |
| Qwen2.5VL-3BLLM size=3B2026.03 | 2.2 | 10.5 | 8.3 | 7.7 | 13.8 | 6.1 | 5 | 8 | 3 | 6 | 6 | 0 | 7.4 | 4.3 | 4.5 |