kuandeng / LightGCN

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Inconsistent results of the code with the original paper #3

Open LBJ66 opened 4 years ago

LBJ66 commented 4 years ago

The results in the original paper (LightGCN) 0.1817 0.2518 0.0655 0.1170 0.0416 0.0739 but the result with the code is Best Iter=[45]@[28563.4] recall=[0.18198], precision=[0.05613], ndcg=[0.15523] Maybe the evaluation code provided is wrong?

hexiangnan commented 4 years ago

The paper reports wrong NDCG score (since the previous NDCG implementation has bugs). I will revise the paper later. Your rerun results look good (see the HR score).

On Thu, Apr 30, 2020 at 9:39 AM LBJ66 notifications@github.com wrote:

The results in the original paper (LightGCN) 0.1817 0.2518 0.0655 0.1170 0.0416 0.0739 but the result with the code is Best Iter=[45]@[28563.4] recall=[0.18198], precision=[0.05613], ndcg=[0.15523] Maybe the evaluation code provided is wrong?

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hexiangnan commented 4 years ago

The results in the original paper (LightGCN) 0.1817 0.2518 0.0655 0.1170 0.0416 0.0739 but the result with the code is Best Iter=[45]@[28563.4] recall=[0.18198], precision=[0.05613], ndcg=[0.15523] Maybe the evaluation code provided is wrong?

The paper has been updated with correct NDCG scores (consistent with the github re-run results). You can find the paper in: http://staff.ustc.edu.cn/~hexn/papers/sigir20-LightGCN.pdf