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LLM-generated text detection on NLPCC Shared Task 1 2025 (test)

99.22Macro F1 (All Lengths)

EnsemJudge

Updated 18d ago

Evaluation Results

Method	Links
EnsemJudge 2026.03		99.22	100	99.7	98.7	99.9	95.9	97.8	99.4	100
Qwen2.5-7B-Instruct-LoRA 2026.03		95.72	96.05	90.64	93.59	96.1	94.7	97	97.9	98.7
Qwen2.5-7B-Instruct-LoRA 2026.03		94.09	100	99.7	95.89	99.9	45.44	84.44	98.9	100
Qwen2.5-7B-Instruct-LoRA 2026.03		90.57	94.31	65.62	76.41	88.27	92.27	94.79	98.5	99.1
GLM-4-9B-Chat-LoRA 2026.03		89.07	98.95	79.84	95.29	99.2	34	61.27	94.28	99.7
HybridFeatureRoBERTa 2026.03		85.55	92.14	54.34	85.45	90.2	72.32	82.69	89.01	93.09
ChineseRoBERTa 2026.03		83.77	86.94	50.91	85.83	86.45	77.51	82.86	90.57	92.5
Binoculars 2026.03		83.17	98.9	48.28	37.77	34.44	83.6	88.8	93.5	98
Fast-DetectGPT 2026.03		82.98	93.87	64	71.39	43.55	82.89	84.19	87.48	92.3
HybridFeatureRoBERTa 2026.03		82.04	84.01	46.73	79.74	82.74	80.81	85.1	91.6	91.48
Fast-DetectGPT-analytical 2026.03		81.46	97.75	44.42	38.08	33.67	80.36	86.8	91.6	96
Fast-DetectGPT-analytical 2026.03		81.4	94.14	69.48	59.24	54.85	72.12	81.2	84.55	90.79
ChineseBERT 2026.03		77.19	85.92	55.67	85.61	81.97	46.24	56.87	76.36	87.13
ChineseRoBERTa 2026.03		77.01	84.26	51.41	70.41	84.76	55.66	68.58	77.73	91.77
CommonToken 2026.03		73.27	71.73	59.58	87.57	75.84	68.76	70.65	76.12	77.44
SentenceSegment 2026.03		58.99	59.19	62.25	63.61	63.87	48.64	53.73	56.27	62.43
CommonPhrase 2026.03		52.99	59.26	51.22	63.06	53.25	38.13	40.2	43.24	46.81
ConsecutivePunctuation 2026.03		33.77	33.67	33.95	34	34	33.33	33.56	34	34
SpecialToken 2026.03		33.34	33.33	33.38	33.33	33.33	33.33	33.33	33.33	33.33