Neutralized Summarization on NeuS benchmark leaderboard · SOTA2 Research

Neutralized Summarization on NeuS

4.83Arousal (Positive)Pegasus-Multi

Evaluation Results

Method	Links
Pegasus-Multi2025.06		4.83	35.33	13.27	21.25	31.14	14.79	59.15	2.27	7.1
BART-Multi2025.06		3.46	39.6	16.26	24.57	35.05	17.6	54.47	1.64	5.1
GPT-3.52025.06		3.4	42.01	16.25	26.13	37.27	18.77	77.25	2.13	5.52
GPT-42025.06		3.37	42.36	16.49	26.3	37.31	19.04	75.86	1.97	5.34
GPT-3.5 + one-shot2025.06		2.52	41.95	16.77	28.13	37.39	18.33	44.29	1.57	4.08
LexRank2025.06		2.42	42.24	18.16	26.61	36.87	17.68	63.73	1.53	3.95
GPT-4 + graph2025.06		2.11	42.61	18.67	30.82	38.18	19.09	31.77	1.49	3.6
GPT-3.5 + graph2025.06		2.03	43.2	18.06	30.56	38.08	18.99	32.37	1.59	3.62
BART-CNN2025.06		2.02	38.22	15.73	25.52	34.25	15.26	76.67	1.14	3.16
Pegasus-CNN2025.06		1.98	38.17	15.61	25.18	31.17	13.69	74.45	1.15	3.12
Llama 22025.06		1.8	42.26	19.25	30.88	37.75	19.15	30.3	1.02	2.81
NeuS2025.06		1.69	39.09	18.93	29.74	35.35	16.21	38.51	0.83	2.53
LED2025.06		1.59	40.3	18.63	30.24	36.26	17.3	31.97	0.86	2.45
Llama-2 + textual graph2025.06		1.59	43.98	20.52	32.57	39.3	20.18	28.22	0.94	2.53
Bang et al. (2023)2025.06		1.57	—	—	—	—	—	—	0.91	2.48
Llama-2 + both (full model)2025.06		1.55	45.14	22.3	34.02	40.74	21.89	27.89	0.9	2.46
Llama-2 + graph prompt2025.06		1.5	44.44	21.01	32.95	39.97	20.42	28.01	1.01	2.5
LED + graph prompt2025.06		1.33	42.06	19.96	31.74	37.56	18.23	29.84	0.84	2.17
LED + textual graph2025.06		1.29	41.84	19.46	31.18	37.3	18.23	29.77	0.83	2.12
LED + both (full model)2025.06		1.26	42.96	20.66	32.74	38.56	19.09	28.14	0.71	1.97