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Out-of-distribution detection on OOD Detection Source LLM: Claude-3.5-Haiku (test)

0.977XSUMREADER
0.512120.632810.75350.87419May 24, 2026

Evaluation results

MethodLinks
READERevaluation_config=per-domain2026.050.9770.9230.8730.9630.934
RADARevaluation_config=per-domain2026.050.8570.720.7770.8470.8
ADADETECTGPTtraining_variant=fixed-training, surrogate_llm=Gemma, evaluation_config=per-domain2026.050.8370.870.9230.90.882
BINOCULARSevaluation_config=per-domain2026.050.8330.880.920.9030.884
FAST-DETECTGPTsurrogate_llm=Gemma, evaluation_config=per-domain2026.050.8330.8730.9270.8970.882
IMBDtraining_variant=fixed-training, evaluation_config=per-domain2026.050.8230.9170.9130.8730.882
BISCOPEtraining_variant=fixed-training, evaluation_config=per-domain2026.050.780.7870.7070.8170.772
BISCOPEtraining_variant=target-adapted, evaluation_config=per-domain2026.050.7730.760.7370.770.76
IMBDtraining_variant=target-adapted, evaluation_config=per-domain2026.050.720.7430.750.7870.75
DETECTGPTsurrogate_llm=Gemma, evaluation_config=per-domain2026.050.6630.740.7030.8070.728
NPRsurrogate_llm=Gemma, evaluation_config=per-domain2026.050.6130.730.580.8030.682
ENTROPYsurrogate_llm=Gemma, evaluation_config=per-domain2026.050.5930.590.5770.630.598
DNAGPTsurrogate_llm=Gemma, evaluation_config=per-domain2026.050.5730.640.7730.8070.698
ROBERTALARGEtraining_variant=target-adapted, evaluation_config=per-domain2026.050.5670.5930.5430.60.576
ROBERTABASEtraining_variant=target-adapted, evaluation_config=per-domain2026.050.550.6030.560.5870.575
LIKELIHOODsurrogate_llm=Gemma, evaluation_config=per-domain2026.050.5370.6370.70.660.633
LRRsurrogate_llm=Gemma, evaluation_config=per-domain2026.050.5370.5670.5570.6230.571
LOGRANKsurrogate_llm=Gemma, evaluation_config=per-domain2026.050.530.6270.6830.6570.624
ADADETECTGPTtraining_variant=target-adapted, surrogate_llm=Gemma, evaluation_config=per-domain2026.050.530.60.5370.5970.566