Idiomatic Comprehension on Mediom corpus
0.68R-1 ScoreGemma2-9B+HIDE
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gemma2-9B+HIDEModel Type=LLM, retrieval=HIDE2026.04 | 0.68 | 0.56 | 0.58 | 0.53 | 0.5 | 0.48 | 0.57 | 0.81 | 0.56 | 0.21 | 0.38 | 7.01 | 43.71 | 56.81 | 69.23 | |
| Gemma2-9BModel Type=LLM2026.04 | 0.65 | 0.55 | 0.52 | 0.51 | 0.46 | 0.44 | 0.55 | 0.79 | 0.55 | 0.22 | 0.39 | 7.19 | 44.13 | 57.69 | 67.15 | |
| GPT 3.5Model Type=LLM2026.04 | 0.51 | 0.25 | 0.42 | 0.31 | 0.24 | 0.2 | 0.27 | 0.75 | 0.46 | 0.31 | 0.54 | 10.14 | 49.73 | 68.31 | 48.91 | |
| Mistral -7B+HIDEModel Type=LLM, retrieval=HIDE2026.04 | 0.48 | 0.24 | 0.42 | 0.31 | 0.25 | 0.21 | 0.29 | 0.74 | 0.46 | 0.32 | 0.53 | 9.76 | 76.56 | 68.71 | 39.23 | |
| Mistral -7BModel Type=LLM2026.04 | 0.47 | 0.24 | 0.41 | 0.27 | 0.24 | 0.2 | 0.27 | 0.73 | 0.45 | 0.34 | 0.53 | 9.82 | 78.91 | 70.11 | 38.05 | |
| Paligemma2-10BModel Type=VLM2026.04 | 0.43 | 0.14 | 0.27 | 0.41 | 0.24 | 0.15 | 0.09 | 0.66 | 0.28 | 0.24 | 0.56 | 18.97 | 185.9 | 86.09 | 52.3 | |
| LLaMA2-7BModel Type=LLM2026.04 | 0.42 | 0.18 | 0.34 | 0.24 | 0.16 | 0.13 | 0.21 | 0.67 | 0.37 | 0.39 | 0.58 | 12.17 | 98.95 | 74.37 | 58.11 | |
| LLaMA2-7B+HIDEModel Type=LLM, retrieval=HIDE2026.04 | 0.42 | 0.18 | 0.35 | 0.24 | 0.18 | 0.14 | 0.21 | 0.69 | 0.38 | 0.38 | 0.57 | 11.93 | 96.02 | 73.23 | 59.91 | |
| Video-LLaVA-7BModel Type=VLM2026.04 | 0.38 | 0.1 | 0.24 | 0.37 | 0.19 | 0.11 | 0.06 | 0.62 | 0.22 | 0.32 | 0.59 | 18.2 | 175.66 | 131.72 | 50.64 | |
| SmolVLM-InstructModel Type=VLM2026.04 | 0.37 | 0.11 | 0.22 | 0.33 | 0.18 | 0.11 | 0.06 | 0.62 | 0.25 | 0.25 | 0.57 | 29.47 | 249.61 | 114.41 | 51.82 | |
| Qwen2-VL-7B-InstructModel Type=VLM2026.04 | 0.36 | 0.09 | 0.22 | 0.36 | 0.18 | 0.11 | 0.06 | 0.6 | 0.21 | 0.28 | 0.6 | 18.08 | 185.43 | 109.27 | 51.46 | |
| Blip2-7BModel Type=VLM2026.04 | 0.15 | 0.03 | 0.12 | 0.18 | 0.08 | 0.06 | 0.02 | 0.47 | 0.05 | 0.58 | 0.7 | 20.34 | 148.98 | 175.83 | 74.54 |