paper-with-me

KG-to-Text Generation 벤치마크

KG-to-Text Generation on PathQuestion

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BLEU

58.95 60.69 62.42 64.16 65.89 2020-04 2026-09 SOTA-NPT — 61.48 (2020-04-13) SOTA-NPT — 61.48 (2020-04-13) SOTA-NPT — 61.48 (2020-04-13) JointGT (BART) — 65.89 (2021-06-19) BART — 63.74 (2021-06-19) JointGT (T5) — 60.45 (2021-06-19) T5 — 58.95 (2021-06-19) JointGT (BART) — 65.89 (2021-06-19) BART — 63.74 (2021-06-19) JointGT (T5) — 60.45 (2021-06-19) T5 — 58.95 (2021-06-19) JointGT (BART) — 65.89 (2021-06-19) BART — 63.74 (2021-06-19) JointGT (T5) — 60.45 (2021-06-19) T5 — 58.95 (2021-06-19) SOTA-NPT — 61.48 (2020-04-13) JointGT (BART) — 65.89 (2021-06-19)
RankModel BLEUMETEORROUGE PaperCodeYear
1 JointGT (BART) 65.8948.2578.87 JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs thu-coai/JointGT 2021
2 BART 63.7447.2377.76 JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs thu-coai/JointGT 2021
3 SOTA-NPT 61.4844.5777.72 Toward Subgraph-Guided Knowledge Graph Question Generation with Graph Neural Networks hugochan/Graph2Seq-for-KGQG 2020
4 JointGT (T5) 60.4545.3877.59 JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs thu-coai/JointGT 2021
5 T5 58.9544.7276.58 JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs thu-coai/JointGT 2021
6 JointGT (BART) 65.8948.2578.87 JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs thu-coai/JointGT 2021
7 BART 63.7447.2377.76 JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs thu-coai/JointGT 2021
8 SOTA-NPT 61.4844.5777.72 Toward Subgraph-Guided Knowledge Graph Question Generation with Graph Neural Networks hugochan/Graph2Seq-for-KGQG 2020
9 JointGT (T5) 60.4545.3877.59 JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs thu-coai/JointGT 2021
10 T5 58.9544.7276.58 JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs thu-coai/JointGT 2021
11 JointGT (BART) 65.8948.2578.87 JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs thu-coai/JointGT 2021
12 BART 63.7447.2377.76 JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs thu-coai/JointGT 2021
13 SOTA-NPT 61.4844.5777.72 Toward Subgraph-Guided Knowledge Graph Question Generation with Graph Neural Networks hugochan/Graph2Seq-for-KGQG 2020
14 JointGT (T5) 60.4545.3877.59 JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs thu-coai/JointGT 2021
15 T5 58.9544.7276.58 JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs thu-coai/JointGT 2021
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