Out-of-distribution detection on OOD Detection Source LLM: Gemini-2.5-Flash (test)
96XSUM ScoreREADER
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| READERevaluation_config=per-domain2026.05 | 96 | 85.7 | 90.3 | 98 | 92.5 | |
| BINOCULARSevaluation_config=per-domain2026.05 | 80 | 87 | 91.3 | 95.7 | 88.5 | |
| FAST-DETECTGPTsurrogate_llm=Gemma, evaluation_config=per-domain2026.05 | 78.7 | 86.3 | 91 | 96 | 88 | |
| ADADETECTGPTtraining_variant=fixed-training, surrogate_llm=Gemma, evaluation_config=per-domain2026.05 | 78.3 | 88.7 | 91.3 | 96.7 | 88.7 | |
| RADARevaluation_config=per-domain2026.05 | 76 | 54 | 60.3 | 58.3 | 62.2 | |
| BISCOPEtraining_variant=target-adapted, evaluation_config=per-domain2026.05 | 75.7 | 76.3 | 71.3 | 86.3 | 77.4 | |
| IMBDtraining_variant=fixed-training, evaluation_config=per-domain2026.05 | 75.3 | 91 | 90.7 | 98 | 88.7 | |
| BISCOPEtraining_variant=fixed-training, evaluation_config=per-domain2026.05 | 68 | 76.3 | 80.7 | 84.3 | 77.3 | |
| DNAGPTsurrogate_llm=Gemma, evaluation_config=per-domain2026.05 | 65.3 | 56 | 70 | 85.3 | 69.2 | |
| ROBERTALARGEtraining_variant=target-adapted, surrogate_llm=Gemma, evaluation_config=per-domain2026.05 | 65 | 64 | 61.3 | 74.3 | 66.2 | |
| LIKELIHOODsurrogate_llm=Gemma, evaluation_config=per-domain2026.05 | 60.7 | 57 | 66.3 | 71.3 | 63.8 | |
| LOGRANKsurrogate_llm=Gemma, evaluation_config=per-domain2026.05 | 60 | 56.3 | 66.3 | 69 | 62.9 | |
| ROBERTABASEtraining_variant=target-adapted, surrogate_llm=Gemma, evaluation_config=per-domain2026.05 | 58 | 54.7 | 57.3 | 74 | 61 | |
| LRRsurrogate_llm=Gemma, evaluation_config=per-domain2026.05 | 57.3 | 57 | 55.7 | 63.7 | 58.4 | |
| IMBDtraining_variant=target-adapted, evaluation_config=per-domain2026.05 | 57.3 | 64.7 | 68.3 | 71 | 65.3 | |
| ENTROPYsurrogate_llm=Gemma, evaluation_config=per-domain2026.05 | 57 | 56.7 | 59.7 | 65.7 | 59.8 | |
| DETECTGPTsurrogate_llm=Gemma, evaluation_config=per-domain2026.05 | 56.7 | 68.7 | 63 | 90 | 69.6 | |
| ADADETECTGPTtraining_variant=target-adapted, surrogate_llm=Gemma, evaluation_config=per-domain2026.05 | 55.3 | 66.3 | 58.3 | 60 | 60 | |
| NPRsurrogate_llm=Gemma, evaluation_config=per-domain2026.05 | 55 | 68.7 | 55 | 92.7 | 67.8 |