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Personalized Question Answering on LaMP-QA (test)

49.18Art Score

IAP(Ours)

Updated 20d ago

Evaluation Results

Method
IAP(Ours) 2026.05	49.18	66.49	66.28	-	60.65
IAP(Ours) 2026.05	48.11	65.05	65.36	-	59.5
IAP(Ours) 2026.05	47.69	59.34	66.65	-	57.89
IAP(Ours) 2026.05	46.12	62.18	64.3	-	57.53
SFT 2026.05	43.59	62.47	64.3	-	56.78
SFT 2026.05	42.89	58.01	61.18	-	54.02
Explicit Intent Pers. 2026.05	42.7	59.82	60.88	-	54.46
PR2 2026.02	42.65	55.19	59.83	52.56	-
SFT 2026.05	42.3	61.44	61.47	-	55.07
Implicit Intent Pers. 2026.05	42.11	58.72	60.44	-	53.75
Explicit Intent Pers. 2026.05	41.89	62.12	62.55	-	55.52
SFT 2026.05	41.61	58.78	61.57	-	53.98
Implicit Intent Pers. 2026.05	41.58	60.33	61.84	-	54.58
Explicit Intent Pers. 2026.05	41.55	61.29	61.38	-	54.74
Non-pers. 2026.05	41.3	59.52	62.92	-	54.58
Implicit Intent Pers. 2026.05	40.78	60.34	61.2	-	54.1
Explicit Intent Pers. 2026.05	40.47	57.88	60.72	-	53.02
Non-pers. 2026.05	40.33	60.05	60.48	-	53.62
Implicit Intent Pers. 2026.05	40.28	57.38	60.49	-	52.71
Non-pers. 2026.05	40.27	58.12	59.26	-	52.55
Non-pers. 2026.05	39.66	56.1	60.03	-	51.93
PR2 2026.02	38.55	52.71	57.32	49.52	-
PrLM 2026.02	38.49	48.08	54.22	46.93	-
PR2 2026.02	37.51	49.24	57.61	48.12	-
Search R1-GRPO 2026.02	36.68	49.39	54.16	46.74	-
IAP(Ours) 2026.05	36.29	48.89	51.78	-	45.65
HYDRA-Adapter 2026.02	36.12	47.86	53.19	45.72	-
Offline RL RAG-Personalization 2025.08	35.79	46.21	50.7	44.23	-
IAP(Ours) 2026.05	35.33	47.18	52.4	-	44.97
Search R1-GRPO 2026.02	35.27	47.31	52.66	45.08	-
PlanPers 2025.08	35.18	48.18	52.4	45.25	-
PPlug 2026.02	34.88	47.73	53.01	45.2	-
PPlug 2026.02	34.59	43.62	51.41	43.2	-
VAC 2025.08	34.54	52.88	53.31	46.91	-
Search R1-GRPO 2026.02	34.11	46.91	51.4	44.14	-
RAG-Personalization 2025.08	33.97	44.81	49.67	42.81	-
PPlug 2026.02	33.74	45.22	50.77	43.24	-
HYDRA-Adapter 2026.02	32.71	46.25	52.73	43.89	-
PrLM 2026.02	32.66	48.17	53.01	44.61	-
PrLM 2026.02	32.28	47.62	52.76	44.22	-
SFT 2026.05	32.21	45.26	48.37	-	41.94
Explicit Intent Pers. 2026.05	31.69	46.58	48.03	-	42.1
SFT 2026.05	31.58	43.11	48.01	-	40.9
Implicit Intent Pers. 2026.05	31.58	46.39	47.77	-	41.91
No-Personalization 2025.08	31.29	45.82	47.69	41.6	-
Non-pers. 2026.05	31.29	45.82	47.69	-	41.6
RAG-Personalization 2026.02	30.86	41.07	45.9	39.28	-
Explicit Intent Pers. 2026.05	30.32	42.66	47.66	-	40.21
Implicit Intent Pers. 2026.05	30.04	42.06	47.29	-	39.79
No personalization 2026.02	29.81	40.14	43.52	37.82	-
HYDRA-Adapter 2026.02	29.42	45.04	52.11	42.19	-
Non-pers. 2026.05	29.29	40.83	44.69	-	38.27
No personalization 2026.02	29.17	38.71	44.62	37.5	-
RAG-Personalization 2026.02	28.87	39.65	42.34	36.95	-
RAG-Personalization 2026.02	27.53	37.28	42.82	35.88	-
RAG-Personalization (Random P) 2025.08	25.47	38.29	40.37	34.71	-
No personalization 2026.02	25.03	35.11	40.73	33.62	-