Share your thoughts, 1 month free Claude Pro on usSee more

Hallucination Evaluation on HaluEval (Avg. Metric)

100Accuracy (ACC)

Multi-DPOP

Updated 14d ago

Evaluation Results

Method
Multi-DPOP 2025.10	100	-	-	-	-	-	-
Qwen3-30B 2025.10	100	-	-	-	-	-	-
Multi-DPOP 2025.10	99.5	-	-	-	-	-	-
Multi-DPOP 2025.10	99.5	-	-	-	-	-	-
Tulu-3.1-8B 2025.10	99.5	-	-	-	-	-	-
Qwen3-4B 2025.10	99.5	-	-	-	-	-	-
GPT-5.1 2026.05	99	-	85.67	96.92	89.3	84.4	-
Multi-DPOP 2025.10	99	-	-	-	-	-	-
GLM-4-9B 2025.10	99	-	-	-	-	-	-
Self-Detection 2026.05	98.67	-	89.2	97.34	88.85	89.83	-
Multi-DPOP 2025.10	98.5	-	-	-	-	-	-
Gemma-3-4B 2025.10	98.5	-	-	-	-	-	-
GEMINI-3.1-PRO 2026.05	98.33	-	88.67	97.95	89.18	89.68	-
MAVEN 2026.05	98.33	-	90.7	98.08	91.27	90.85	-
GRPO 2025.10	98.1	-	-	-	-	-	-
Qwen3-30B 2025.10	98.1	-	-	-	-	-	-
Self-Discover 2026.05	98	-	88.07	97.52	89.17	87.15	-
DEEPSEEK-R1 2026.05	98	-	87.58	97.35	89.25	87.72	-
GRPO 2025.10	97.5	-	-	-	-	-	-
Tulu-3.1-8B 2025.10	97.5	-	-	-	-	-	-
DPO 2025.10	97.3	-	-	-	-	-	-
GRPO 2025.10	97.2	-	-	-	-	-	-
Qwen3-4B 2025.10	97.2	-	-	-	-	-	-
DPO 2025.10	96.8	-	-	-	-	-	-
Mixture-of-Agents 2026.05	96.67	-	85.13	93.9	88.15	87.3	-
ReConcile 2026.05	96.67	-	85.44	94.1	87.75	87.92	-
DEEPSEEK-V3.2 2026.05	96.33	-	85.92	94.18	87.3	83.85	-
GRPO 2025.10	96.2	-	-	-	-	-	-
GLM-4-9B 2025.10	96.2	-	-	-	-	-	-
DPO 2025.10	96.1	-	-	-	-	-	-
GRPO 2025.10	95.8	-	-	-	-	-	-
Gemma-3-4B 2025.10	95.8	-	-	-	-	-	-
DPO 2025.10	95.4	-	-	-	-	-	-
DPO 2025.10	94.6	-	-	-	-	-	-
SFT 2025.10	94.5	-	-	-	-	-	-
SFT 2025.10	93.2	-	-	-	-	-	-
LMVSLM 2026.05	93	-	88.37	94.87	87.14	89.45	-
SFT 2025.10	92.8	-	-	-	-	-	-
SFT 2025.10	92.1	-	-	-	-	-	-
SFT 2025.10	91.4	-	-	-	-	-	-
Base 2025.10	91.2	-	-	-	-	-	-
Qwen3-30B 2025.10	91.2	-	-	-	-	-	-
Multi-LLM Collab 2026.05	91	-	88.43	93.15	86.88	89.85	-
Base 2025.10	90	-	-	-	-	-	-
Tulu-3.1-8B 2025.10	90	-	-	-	-	-	-
Base 2025.10	89.1	-	-	-	-	-	-
Qwen3-4B 2025.10	89.1	-	-	-	-	-	-
Base 2025.10	88.3	-	-	-	-	-	-
GLM-4-9B 2025.10	88.3	-	-	-	-	-	-
Base 2025.10	87.5	-	-	-	-	-	-
Gemma-3-4B 2025.10	87.5	-	-	-	-	-	-
GPT-5.4 2026.04	-	19.1	-	-	-	-	-
Claude Opus 4.6 2026.04	-	16.7	-	-	-	-	-
Gemini 3.1 Pro 2026.04	-	20.1	-	-	-	-	-
DeepSeek V3.2 2026.04	-	22.2	-	-	-	-	-
Seed 2.0 Pro 2026.04	-	23.5	-	-	-	-	-
Council Mode 2026.04	-	10.7	-	-	-	-	-
Base 2026.05	-	-	-	-	-	-	0
SFT 2026.05	-	-	-	-	-	-	15.3
FLOW 2026.05	-	-	-	-	-	-	15.5
DFT 2026.05	-	-	-	-	-	-	7.6
TALR 2026.05	-	-	-	-	-	-	0.4
STM 2026.05	-	-	-	-	-	-	0.6
L2 Reg 2026.05	-	-	-	-	-	-	39.9
WiSE-FT 2026.05	-	-	-	-	-	-	14.5
LoRA 2026.05	-	-	-	-	-	-	1.6
FINCH 2026.05	-	-	-	-	-	-	0.6