Watermark Segmentation on Experimental setting S2 (n=2500, K=5)
94.1IOUOracle
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OracleModel Name=mistralai Mistral-7B-v0.1 (32000)2025.09 | 94.1 | 99.3 | 99.3 | 99.3 | 99.2 | 99.2 | |
| OracleModel Name=meta-llama Meta-Llama-3-8B (128256)2025.09 | 93.5 | 98.5 | 98.5 | 98.5 | 98.9 | 98.8 | |
| WISERModel Name=meta-llama Meta-Llama-3-8B (128256)2025.09 | 93.3 | 99.7 | 97 | 98.3 | 97.7 | 97.6 | |
| OracleModel Name=facebook opt-1.3b (50272)2025.09 | 92.4 | 98.8 | 98.8 | 98.8 | 98.8 | 98.7 | |
| OracleModel Name=princeton-nlp Sheared-LLaMA-1.3B (32000)2025.09 | 92.1 | 98.7 | 98.7 | 98.7 | 98.9 | 98.8 | |
| OracleModel Name=facebook opt-125m (50272)2025.09 | 91.8 | 98.4 | 98.4 | 98.4 | 98.6 | 98.3 | |
| WISERModel Name=mistralai Mistral-7B-v0.1 (32000)2025.09 | 83.7 | 99.6 | 98 | 98.8 | 97 | 96.7 | |
| OracleModel Name=google gemma-3-270m (262144)2025.09 | 81.5 | 95.8 | 95.8 | 95.8 | 96.6 | 96.1 | |
| WISERModel Name=princeton-nlp Sheared-LLaMA-1.3B (32000)2025.09 | 79.6 | 99.6 | 97.8 | 98.7 | 96.5 | 96.2 | |
| WISERModel Name=facebook opt-1.3b (50272)2025.09 | 78.7 | 97.9 | 97.8 | 97.8 | 95.9 | 95.5 | |
| WISERModel Name=facebook opt-125m (50272)2025.09 | 78.6 | 99.1 | 96.7 | 97.9 | 95.2 | 94.7 | |
| WISERModel Name=google gemma-3-270m (262144)2025.09 | 74.2 | 93.6 | 85.4 | 89.3 | 88.2 | 87.4 | |
| WaterSeekerModel Name=princeton-nlp Sheared-LLaMA-1.3B (32000)2025.09 | 42.8 | 75.6 | 61.6 | 67.9 | 86.2 | 84.8 | |
| WaterSeekerModel Name=facebook opt-1.3b (50272)2025.09 | 39.9 | 81.3 | 59.6 | 68.8 | 84.8 | 83.2 | |
| WaterSeekerModel Name=google gemma-3-270m (262144)2025.09 | 39.8 | 88.9 | 68.8 | 77.6 | 79.9 | 77.9 | |
| SeedBSModel Name=mistralai Mistral-7B-v0.1 (32000)2025.09 | 36.7 | 66 | 53.8 | 59.3 | 88.5 | 85 | |
| WaterSeekerModel Name=facebook opt-125m (50272)2025.09 | 36.1 | 81.5 | 55.3 | 65.9 | 81.6 | 79.9 | |
| SeedBSModel Name=meta-llama Meta-Llama-3-8B (128256)2025.09 | 35.4 | 67.8 | 56.1 | 61.4 | 90.6 | 87.2 | |
| SeedBSModel Name=princeton-nlp Sheared-LLaMA-1.3B (32000)2025.09 | 30.3 | 54.6 | 46 | 49.9 | 78.7 | 74.9 | |
| SeedBSModel Name=facebook opt-125m (50272)2025.09 | 29.8 | 60.2 | 43.2 | 50.3 | 79.4 | 75.5 | |
| SeedBSModel Name=facebook opt-1.3b (50272)2025.09 | 26.4 | 60.3 | 40.7 | 48.6 | 76.7 | 72.7 | |
| WaterSeekerModel Name=mistralai Mistral-7B-v0.1 (32000)2025.09 | 25.8 | 62.8 | 37.8 | 47.2 | 63.3 | 61.1 | |
| SeedBSModel Name=google gemma-3-270m (262144)2025.09 | 25.3 | 55.1 | 37.7 | 44.8 | 75.3 | 71.3 | |
| WaterSeekerModel Name=meta-llama Meta-Llama-3-8B (128256)2025.09 | 9.3 | 27.7 | 15.5 | 19.9 | 29.2 | 26 | |
| AligatorModel Name=meta-llama Meta-Llama-3-8B (128256)2025.09 | 1 | 2.8 | 4.5 | 3.5 | 22.5 | 19 | |
| AligatorModel Name=facebook opt-1.3b (50272)2025.09 | 0 | 0.2 | 0.1 | 0.1 | 11.4 | 7.8 | |
| AligatorModel Name=facebook opt-125m (50272)2025.09 | 0 | 0 | 0 | 0 | 11.2 | 7.6 | |
| AligatorModel Name=google gemma-3-270m (262144)2025.09 | 0 | 0 | 0 | 0 | 11.2 | 7.6 | |
| AligatorModel Name=mistralai Mistral-7B-v0.1 (32000)2025.09 | 0 | 0.2 | 0.3 | 0.2 | 11.9 | 8.3 | |
| AligatorModel Name=princeton-nlp Sheared-LLaMA-1.3B (32000)2025.09 | 0 | 0 | 0 | 0 | 11.2 | 7.6 |