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Unsupervised KG-to-Text Generation 벤치마크

Unsupervised KG-to-Text Generation on GenWiki (Full)

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BLEU

13.45 20.41 27.37 34.33 41.29 2020-12 2026-09 CycleGT_Base — 41.29 (2020-12-01) CycleGT_Warm — 40.47 (2020-12-01) NoisySupervised — 35.03 (2020-12-01) DirectTransfer — 13.89 (2020-12-01) Rule-Based — 13.45 (2020-12-01) CycleGT_Base — 41.29 (2020-12-01) CycleGT_Warm — 40.47 (2020-12-01) NoisySupervised — 35.03 (2020-12-01) DirectTransfer — 13.89 (2020-12-01) Rule-Based — 13.45 (2020-12-01) CycleGT_Base — 41.29 (2020-12-01)
RankModel BLEUMETEORROUGE-LCIDEr PaperCodeYear
1 CycleGT_Base 41.2935.3963.733.53 GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text Generation zhijing-jin/genwiki 2020
2 CycleGT_Warm 40.4734.8463.403.48 GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text Generation zhijing-jin/genwiki 2020
3 NoisySupervised 35.0333.4558.142.63 GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text Generation zhijing-jin/genwiki 2020
4 DirectTransfer 13.8925.7639.751.26 GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text Generation zhijing-jin/genwiki 2020
5 Rule-Based 13.4530.7240.931.26 GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text Generation zhijing-jin/genwiki 2020
6 CycleGT_Base 41.2935.3963.733.53 GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text Generation zhijing-jin/genwiki 2020
7 CycleGT_Warm 40.4734.8463.403.48 GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text Generation zhijing-jin/genwiki 2020
8 NoisySupervised 35.0333.4558.142.63 GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text Generation zhijing-jin/genwiki 2020
9 DirectTransfer 13.8925.7639.751.26 GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text Generation zhijing-jin/genwiki 2020
10 Rule-Based 13.4530.7240.931.26 GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text Generation zhijing-jin/genwiki 2020
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