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POI Recommendation on Yelp-Open Standard Evaluation (test)
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16.3
R@5
Agent4POI
2.884
6.367
9.85
13.333
Apr 3, 2026
R@5
R@10
NDCG@10
Updated 16d ago
Evaluation Results
Method
Method
Links
R@5
R@10
NDCG@10
Agent4POI
multimodal=true, LLM r...
2026.04
16.3
25.7
21.4
CoT-Rec
LLM reasoning=true
2026.04
13.3
21.1
17.4
AgentCF
LLM reasoning=true
2026.04
12.8
20.3
16.7
IM-POI
multimodal=true
2026.04
12.4
19.8
16.2
LLM4POI
LLM reasoning=true
2026.04
11.7
18.7
15.3
MMPOI
multimodal=true
2026.04
10.9
17.1
13.9
MAS4POI
2026.04
10.6
16.8
13.7
GETNext
2026.04
9.4
14.8
11.8
SASRec
2026.04
5.8
10.8
8.2
BPR
2026.04
3.4
6.3
4.9
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