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Knowledge Base Question Answering on WebQSP

93.15Hits@1

KG-Reasoner

Updated 3d ago

Evaluation Results

Method
KG-Reasoner 2026.04	93.15	-	-	-	-
PoG with GPT-4 2026.04	87.3	-	-	-	-
RoG 2026.04	85.7	-	-	-	-
KG-CoT with GPT 4 2026.04	84.9	-	-	-	-
GPT-4o-mini + KG 2026.04	84.4	-	-	-	-
LightPROF (LLaMA3-8B) 2026.04	83.8	-	-	-	-
KG-Agent 2026.04	83.3	-	-	-	-
ToG with GPT 4 2026.04	82.6	-	-	-	-
LLaMA-3.3-70B + KG 2026.04	81.9	-	-	-	-
DeepSeek-R1-Distill-Llama-70B + KG 2026.04	81.34	-	-	-	-
Readi with GPT-4 2026.04	78.7	-	-	-	-
Chain-of-Question 2026.04	78.1	-	-	-	-
DeepSeek-R1-Distill-Llama-70B 2026.04	77.43	-	-	-	-
Qwen-2.5-7B (SFT) + KG 2026.04	74.8	-	-	-	-
G-Retriever 2026.04	73.79	-	-	-	-
LLaMA-3.1-8B (SFT) + KG 2026.04	72.98	-	-	-	-
Qwen-2.5-7B + KG 2026.04	72.6	-	-	-	-
GPT-4o 2026.04	72.55	-	-	-	-
LLaMA-3.1-8B + KG 2026.04	71.32	-	-	-	-
LLaMA-3.3-70B 2026.04	71.12	-	-	-	-
GPT-4o-mini 2026.04	65.97	-	-	-	-
Interactive-KBQA (13B) 2026.04	54.86	-	-	-	-
Qwen-2.5-7B 2026.04	46.97	-	-	-	-
LLaMA-3.1-8B 2026.04	45.07	-	-	-	-
Interactive-KBQA (7B) 2026.04	43.57	-	-	-	-
GraftNet 2021.04	-	-	-	66.4	-
PullNet 2021.04	-	-	-	68.1	-
EmbedKGQA 2021.04	-	-	-	66.6	-
STAGG 2021.04	-	70.9	80.3	71.7	63.9
T5-11B 2021.04	-	62.1	62.6	61.5	56.5
T5-11B + Revise 2021.04	-	63.6	64.3	63	57.7
CBR-KBQA 2021.04	-	73.1	75.1	72.8	69.9
T5-base 2022.01	-	-	-	78.83	-
T5-large 2022.01	-	-	-	79.45	-
T5-3B 2022.01	-	-	-	80.7	-
Ye et al. (2021b) 2022.01	-	-	-	83.6	-
IO Prompt 2026.01	-	-	-	-	63.3
CoT 2026.01	-	-	-	-	62.2
SC 2026.01	-	-	-	-	61.1
ToT 2026.01	-	-	-	-	73.5
RAP 2026.01	-	-	-	-	75.6
LATS 2026.01	-	-	-	-	76.5
KB-BINDER 2026.01	-	-	-	-	74.4
ToG 2.0 2026.01	-	-	-	-	81.1
RoG 2026.01	-	-	-	-	85.7
ToG 2026.01	-	-	-	-	82.6
PoG 2026.01	-	-	-	-	87.3
GCR 2026.01	-	-	-	-	92.2
DP 2026.01	-	-	-	-	87.5
RwT 2026.01	-	-	-	-	87
ProgRAG 2026.01	-	-	-	-	90.4
DoG 2026.01	-	-	-	-	91
PathMind 2026.01	-	-	-	-	89.5
FLARE 2026.01	-	-	-	-	90.4
FLARE 2026.01	-	-	-	-	93.9