Thresholded Classification on TriviaQA
88.07F1 ScoreHIVE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HIVEModel=LLaDA-8B-Instruct2026.04 | 88.07 | 83.27 | 78.41 | |
| HIVEModel=Dream-7B-Instruct2026.04 | 87.76 | 83.63 | 78.53 | |
| CCSModel=Dream-7B-Instruct2026.04 | 83.94 | 79.18 | 74.36 | |
| CCSModel=LLaDA-8B-Instruct2026.04 | 83.58 | 73.51 | 58.78 | |
| Semantic EntropyModel=LLaDA-8B-Instruct2026.04 | 82.23 | 74.03 | 64.43 | |
| TraceDetModel=Dream-7B-Instruct2026.04 | 81.92 | 71.41 | 52.88 | |
| Semantic EntropyModel=Dream-7B-Instruct2026.04 | 80.3 | 70.49 | 54.87 | |
| Lexical SimilarityModel=LLaDA-8B-Instruct2026.04 | 79.76 | 60.53 | 28.28 | |
| EigenScoreModel=LLaDA-8B-Instruct2026.04 | 79.59 | 59.04 | 24.05 | |
| TSVModel=LLaDA-8B-Instruct2026.04 | 79.16 | 55.79 | 15.16 | |
| TSVModel=Dream-7B-Instruct2026.04 | 79.02 | 64.99 | 39.98 | |
| TraceDetModel=LLaDA-8B-Instruct2026.04 | 78.25 | 50.01 | 0.02 | |
| PerplexityModel=LLaDA-8B-Instruct2026.04 | 78.23 | 50.44 | 1.42 | |
| LN-EntropyModel=LLaDA-8B-Instruct2026.04 | 78.2 | 52.66 | 8.43 | |
| EigenScoreModel=Dream-7B-Instruct2026.04 | 77.59 | 59.19 | 25.22 | |
| Lexical SimilarityModel=Dream-7B-Instruct2026.04 | 76.35 | 51.8 | 4.97 | |
| PerplexityModel=Dream-7B-Instruct2026.04 | 76.04 | 49.99 | 0 | |
| LN-EntropyModel=Dream-7B-Instruct2026.04 | 76.04 | 49.99 | 0 |