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POI Recommendation on Foursquare-NYC Standard Evaluation (test)
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27.9
Recall@5
Agent4POI
4.708
10.729
16.75
22.771
Apr 3, 2026
Recall@5
Recall@10
NDCG@10
Updated 16d ago
Evaluation Results
Method
Method
Links
Recall@5
Recall@10
NDCG@10
Agent4POI
multimodal=true, LLM r...
2026.04
27.9
40.1
33.4
CoT-Rec
LLM reasoning=true
2026.04
22.8
32.8
27.1
AgentCF
LLM reasoning=true
2026.04
21.9
31.6
25.9
IM-POI
multimodal=true
2026.04
21.4
30.7
25.2
LLM4POI
LLM reasoning=true
2026.04
20.1
28.9
23.6
MAS4POI
2026.04
18.3
26.1
21.3
MMPOI
multimodal=true
2026.04
17.8
26.4
21.3
GETNext
2026.04
14.6
22.7
17.9
SASRec
2026.04
9.8
16.3
12.4
BPR
2026.04
5.6
9.7
7.2
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