List your company
ResearchFormerly WizWand

Hallucination Detection on HotpotQA (test)

0.9757AuROCmarginalized energy
0.2806680.4611090.641550.821991Feb 21, 2026Mar 9, 2026Mar 26, 2026Apr 11, 2026Apr 28, 2026May 14, 2026May 31, 2026
Updated 5mo ago

Evaluation results

MethodLinks
marginalized energyLLM=LLaMA-Instruct, Aggregation Strategy=Min, Notation=Marginal E^m2026.020.9757
TriLensLLM=Gemma-2-9B2026.050.9433
TriLensLLM=Llama-3-8B2026.050.9425
spilled energyLLM=LLaMA-Instruct, Aggregation Strategy=Min, Notation=Spilled ΔE2026.020.93
TriLensLLM=Qwen2.5-7B2026.050.9242
Logit E^lLLM=LLaMA-Instruct, Aggregation Strategy=Max2026.020.9111
Spilled ΔEModel=Gemma-Instruct 4B, Pool=Min2026.020.891
Marginal EmModel=Gemma-Instruct 1B, Pool=Max2026.020.8687
Spilled ΔEModel=Gemma-Instruct 1B, Pool=Min2026.020.8564
ICR ProbeLLM=Gemma-2-9B2026.050.8409
Marginal EmModel=Gemma-Instruct 4B, Pool=Max2026.020.837
SAPLMALLM=Gemma-2-9B2026.050.8329
ICR ProbeLLM=Llama-3-8B2026.050.7909
ICR ProbeLLM=Qwen2.5-7B2026.050.7865
SAPLMALLM=Llama-3-8B2026.050.7768
SAPLMALLM=Qwen2.5-7B2026.050.7689
LN-EntropyLLM=Gemma-2-9B2026.050.7349
PPLLLM=Gemma-2-9B2026.050.7239
LN-EntropyLLM=Qwen2.5-7B2026.050.6913
LN-EntropyLLM=Llama-3-8B2026.050.6661
PPLLLM=Llama-3-8B2026.050.6658
SEPLLM=Llama-3-8B2026.050.6607
SEPLLM=Qwen2.5-7B2026.050.6536
Logit EℓModel=Gemma-Instruct 4B, Pool=Max2026.020.6284
Marginal EmModel=Gemma-Instruct 4B, Pool=Min2026.020.6259
Logit EℓModel=Gemma-Instruct 1B, Pool=Max2026.020.6224
SEPLLM=Gemma-2-9B2026.050.6149
PPLLLM=Qwen2.5-7B2026.050.6069
Orgad et al.LLM=LLaMA-Instruct, Aggregation Strategy=Mean2026.020.59
p(true)LLM=LLaMA-Instruct2026.020.5831
LLM-CheckLLM=Llama-3-8B2026.050.5559
LLM-CheckLLM=Qwen2.5-7B2026.050.5518
LLM-CheckLLM=Gemma-2-9B2026.050.5102
Spilled ΔEsModel=Gemma-Instruct 4B, Pool=Max2026.020.5087
Spilled ΔEsModel=Gemma-Instruct 1B, Pool=Max2026.020.4918
Marginal EmModel=Gemma-Instruct 1B, Pool=Min2026.020.4158
spilled energyLLM=LLaMA-Instruct, Aggregation Strategy=Max, Notation=Spilled ΔEs2026.020.3628
marginalized energyLLM=LLaMA-Instruct, Aggregation Strategy=Max, Notation=Marginal E^m2026.020.3074