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Link Prediction archive 2025-07-28

WN18RR Benchmark (Link Prediction)

75 rows 66 with code listed 5 metrics Dataset page

Link Prediction is a task in graph and network analysis where the goal is to predict missing or future connections between nodes in a network. Given a partially observed network, the goal of link prediction is to infer which links are most likely to be added or missing based on the observed connections and the structure of the network.

The archive carries no text for this table; the description above is the archive's text for the task Link Prediction. archive 2025-07-28

Over time archive 2025-07-28

The chart needs JavaScript; the table below carries every value.

Direction inferred from the metric name, not from the archive: MRR (higher is better). Not inferred (points only, no best-so-far line): Hits@10, Hits@3, Hits@1, MR. Points are placed at the row's paper date; 75 of 75 rows carry one.

Results archive 2025-07-28

Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.

Paper Code Ran Syntology Report
1 MoCoKGC 0.8810.7920.6650.742 – Paper – 2024 no code linked report
2 KERMIT 0.8320.7380.6290.700 – Paper Code 2023 linked, not harvested report
3 MoCoSA 0.820.7370.6240.696 – Paper – 2023 no code linked report
4 SimKGCIB(+PB+SN) 0.8170.7310.5880.671 – Paper Code 2022 3 of 6 ran · 3 unverified report
5 C-LMKE(bert-base) 0.7890.6710.5230.61979 – Paper Code 2022 1 of 1 ran · 0 unverified report
6 LASS 0.78635 – Paper Code 2022 linked, not harvested report
7 LP-BERT 0.7520.5630.3430.48292 – Paper Code 2022 linked, not harvested report
8 KGLM 0.7410.5380.3300.46740.18 – Paper Code 2022 0 of 5 ran · 5 unverified report
9 StAR(Self-Adp) 0.7090.4910.2430.40151 – Paper Code 2020 linked, not harvested report
10 PALT 0.69361 – Paper Code 2022 linked, not harvested report
11 LERP 0.6820.6340.5930.622 – Paper Code 2023 2 of 3 ran · 1 unverified report
12 NBFNet 0.6660.5730.4970.551636 – Paper Code 2021 2 of 15 ran · 13 unverified report
13 DaBR 0.6220.5380.4500.510899 – Paper Code 2024 linked, not harvested report
14 MLMLM 0.6110.54180.43910.50171603 – Paper – 2020 no code linked report
15 GAAT 0.6040.5250.4240.4671270 – Paper – 2019 no code linked report
16 Relphormer 0.5910.4480.495 – Paper Code 2022 3 of 3 ran · 0 unverified report
17 M3GM 0.59020.45370.4983 – Paper Code 2018 linked, not harvested report
18 RotH 0.5860.5140.449.496 – Paper Code 2020 4 of 11 ran · 7 unverified report
19 DRUM (T=3) 0.5860.5130.4250.486 – Paper Code 2019 linked, not harvested report
20 QuatDE 0.5860.5090.4380.4891977 – Paper Code 2021 linked, not harvested report
21 HittER 0.5840.5160.4620.503 – Paper Code 2020 0 of 7 ran · 7 unverified report
22 GC-OTE 0.5830.5110.4420.4912715 – Paper – 2019 no code linked report
23 HAKE 0.5820.5160.4520.497 – Paper Code 2019 2 of 8 ran · 6 unverified report
24 QuatE 0.5820.5080.4380.4882314 – Paper Code 2019 linked, not harvested report
25 KBGAT 0.5810.4830.3610.441940.0 – Paper Code 2019 1 of 1 ran · 0 unverified report
26 ConE 0.5790.5150.4530.496 – Paper Code 2021 2 of 2 ran · 0 unverified report
27 DensE 0.5790.5080.4430.4913052 – Paper Code 2020 linked, not harvested report
28 LineaRE 0.5780.5090.4530.4951644 – Paper Code 2020 linked, not harvested report
29 ComplEx-N3-RP 0.5780.5050.4430.488 – Paper Code 2021 linked, not harvested report
30 SAFRAN (white box, rule based) 0.5780.4590.502 – Paper Code 2021 linked, not harvested report
31 MEIM 0.5770.5180.4580.499 – Paper Code 2022 6 of 7 ran · 1 unverified report
32 Rot-Pro 0.5770.4820.3970.457 – Paper Code 2021 linked, not harvested report
33 RESCAL-DURA 0.5770.4550.498 – Paper Code 2020 0 of 2 ran · 2 unverified report
34 GFA-NN 0.5750.4863390 – Paper Code 2021 linked, not harvested report
35 SE-GNN (ours) 0.5720.5090.4460.4843211 – Paper Code 2021 linked, not harvested report
36 RotatE 0.5710.4920.4280.4763340 – Paper Code 2019 0 of 5 ran · 5 unverified report
37 MetaSD 0.5700.5040.4470.491 – Paper Code 2023 linked, not harvested report
38 ComplEx-N3 (reciprocal) 0.570.48 – Paper Code 2018 2 of 2 ran · 0 unverified report
39 KGRefiner 0.570.448683 – Paper – 2021 no code linked report
40 AutoSF 0.5670.490 – Paper Code 2019 linked, not harvested report
41 MuRP 0.5660.4950.4400.481 – Paper Code 2019 0 of 6 ran · 6 unverified report
42 CoPER-ConvE .5612.4405.4833 – Paper Code 2020 linked, not harvested report
43 MDE_adv 0.5600.4583219 – Paper Code 2019 linked, not harvested report
44 CapsE 0.560.415719.0 – Paper Code 2018 0 of 7 ran · 7 unverified report
45 SAttLE 0.5580.5080.4540.491 – Paper Code 2021 linked, not harvested report
46 NePTuNe 0.5570.5070.4550.491 – Paper Code 2021 linked, not harvested report
47 DihEdral 0.5570.5050.4520.486 – Paper – 2019 no code linked report
48 TransE 0.55550.42260.4659 – Paper Code 2013 linked, not harvested report
49 ComplEx (SCE w/ LS pretrained) 0.5530.4960.4440.481 – Paper Code 2021 linked, not harvested report
50 pRotatE 0.5520.4790.4170.4622923 – Paper Code 2019 0 of 5 ran · 5 unverified report
51 CP-DURA 0.5520.4410.478 – Paper Code 2020 0 of 2 ran · 2 unverified report
52 MEI 0.5510.4960.4440.481 – Paper Code 2020 linked, not harvested report
53 ProbCBR 0.550.490.430.48 – Paper Code 2020 linked, not harvested report
54 CompGCN 0.5460.4940.4430.4793533 – Paper Code 2019 2 of 6 ran · 4 unverified report
55 ComplEx (SCE w/ LS) 0.5460.4910.4410.477 – Paper Code 2021 linked, not harvested report
56 Structure-Aware Convolutional Networks 0.540.480.430.47 – Paper Code 2018 0 of 3 ran · 3 unverified report
57 ConvR 0.5370.4890.4430.475 – Paper – 2019 no code linked report
58 GenKGC 0.5350.4030.287 – Paper Code 2022 linked, not harvested report
59 InteractE 0.5280.4300.4635202 – Paper Code 2019 0 of 2 ran · 2 unverified report
60 TuckER 0.5260.4820.4430.470 – Paper Code 2019 linked, not harvested report
61 ConvKB 0.5250.2482554.0 – Paper Code 2017 2 of 2 ran · 0 unverified report
62 KG-BERT 0.52497 – Paper Code 2019 3 of 4 ran · 1 unverified report
63 HypER 0.5220.4770.4360.4655796 – Paper Code 2018 linked, not harvested report
64 ConvE 0.5200.4400.4000.430 – Paper Code 2017 linked, not harvested report
65 RESCAL + Decom 0.5150.4690.4270.457 – Paper Code 2019 linked, not harvested report
66 ComplEx 0.5100.4100.440 – Paper Code 2016 linked, not harvested report
67 ComplEx NSCaching 0.50890.44635365 – Paper Code 2018 linked, not harvested report
68 RotatE + GreenKGC (Ours) 0.4910.430.411 – Paper Code 2022 linked, not harvested report
69 KBGAN (TransD + ComplEx) 0.4690.215 – Paper Code 2017 0 of 7 ran · 7 unverified report
70 TransE + GreenKGC (Ours) 0.4130.3650.30.342 – Paper Code 2022 linked, not harvested report
71 Inverse Model 0.350.350.350.3513526 – Paper Code 2017 linked, not harvested report
72 M-Walk 0.4450.4140.437 – Paper – 2018 no code linked report
73 ComplEx-DURA 0.4490.491 – Paper Code 2020 0 of 2 ran · 2 unverified report
74 DisMult 0.390.43 – Paper Code 2014 linked, not harvested report
75 DistMult (after variational EM) 0.455 – Paper Code 2019 0 of 3 ran · 3 unverified report

All 75 rows shown. 75 link to a paper page on this site; 0 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28

Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 27 rows have a graph line, from 24 distinct papers; 14 rows (14 papers) have at least one sample that ran. Counting each paper once: Syntology ran 35 of 118 samples; 83 unverified. Separately, 30 of those 118 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections