Sequential Recommendation on Yelp leave-one-out
6.1Recall@10ACE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ACEBackbone=SASRec, Evaluation Protocol=leave-one-out, Item Initialization=text-embedding-3-large2026.05 | 6.1 | 8.92 | 3.84 | 4.55 | |
| AlphaFuseBackbone=SASRec, Evaluation Protocol=leave-one-out, Item Initialization=text-embedding-3-large2026.05 | 6.04 | 8.79 | 3.59 | 4.28 | |
| LLM2XBackbone=SASRec, Evaluation Protocol=leave-one-out, Item Initialization=text-embedding-3-large2026.05 | 5.9 | 8.51 | 3.56 | 4.22 | |
| LLMEmbBackbone=SASRec, Evaluation Protocol=leave-one-out, Item Initialization=text-embedding-3-large2026.05 | 5.39 | 8.1 | 3.05 | 3.73 | |
| AlphaRecBackbone=SASRec, Evaluation Protocol=leave-one-out, Item Initialization=text-embedding-3-large2026.05 | 5.35 | 8.32 | 2.81 | 3.55 | |
| WhitenRec+Backbone=SASRec, Evaluation Protocol=leave-one-out, Item Initialization=text-embedding-3-large2026.05 | 5 | 7.99 | 2.6 | 3.35 | |
| APAO-PairwiseBackbone=TIGER (Encoder-Decoder)2026.03 | 4.12 | 6.23 | 2.18 | 2.71 | |
| APAO-PointwiseBackbone=TIGER (Encoder-Decoder)2026.03 | 4.11 | 6.14 | 2.14 | 2.65 | |
| CE→S-DPOBackbone=TIGER (Encoder-Decoder)2026.03 | 3.89 | 5.81 | 2.02 | 2.51 | |
| CEBackbone=TIGER (Encoder-Decoder)2026.03 | 3.84 | 5.85 | 2.01 | 2.52 | |
| MSLBackbone=TIGER (Encoder-Decoder)2026.03 | 3.84 | 5.86 | 2.06 | 2.57 | |
| SASRecBackbone=SASRec, Evaluation Protocol=leave-one-out2026.05 | 3.68 | 4.89 | 2.56 | 2.86 | |
| CE→DMPOBackbone=TIGER (Encoder-Decoder)2026.03 | 3.36 | 5.42 | 1.71 | 2.23 | |
| APAO-PointwiseBackbone=Llama (Decoder Only)2026.03 | 2.89 | 4.24 | 1.52 | 1.86 | |
| APAO-PairwiseBackbone=Llama (Decoder Only)2026.03 | 2.87 | 4.25 | 1.49 | 1.84 | |
| CE→DPOBackbone=TIGER (Encoder-Decoder)2026.03 | 2.74 | 4.06 | 1.41 | 1.74 | |
| CEBackbone=Llama (Decoder Only)2026.03 | 2.67 | 3.98 | 1.41 | 1.74 | |
| CE→S-DPOBackbone=Llama (Decoder Only)2026.03 | 2.62 | 3.72 | 1.38 | 1.66 | |
| CE→DMPOBackbone=Llama (Decoder Only)2026.03 | 2.51 | 3.83 | 1.3 | 1.63 | |
| CE→DPOBackbone=Llama (Decoder Only)2026.03 | 1.71 | 2.53 | 0.89 | 1.09 |