KG-to-Text Generation
Knowledge-graph-to-text (KG-to-text) generation aims to generate high-quality texts which are consistent with input graphs.
Description from: JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs
Papers
Showing 1–10 of 22 papers
All datasetsWebNLG 2.0 (Unconstrained)WebNLG 2.0 (Constrained)AGENDAEventNarrativePathQuestionWebQuestionsWikiGraphsWebNLG (All)WebNLG (Seen)WebNLG (Unseen)ENT-DESC
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GAP - Me,re | ROUGE | 76.22 | — | Unverified |
| 2 | GAP - Me,r+γ | BLEU | 66.2 | — | Unverified |
| 3 | JointGT (T5) | BLEU | 66.14 | — | Unverified |
| 4 | JointGT (BART) - w/ JointGTPretrain | BLEU | 65.92 | — | Unverified |
| 5 | JointGT (BART) | BLEU | 65.92 | — | Unverified |
| 6 | JointGT (BART) - w/ BARTPretrain | BLEU | 64.6 | — | Unverified |
| 7 | BART | BLEU | 64.55 | — | Unverified |
| 8 | T5 | BLEU | 64.42 | — | Unverified |
| 9 | KGPT | BLEU | 64.11 | — | Unverified |
| 10 | KGPT w/o pretrain | BLEU | 62.3 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | FactT5B | BLEU | 67.08 | — | Unverified |
| 2 | JointGT Baseline | BLEU | 67.08 | — | Unverified |
| 3 | T5B Baseline | BLEU | 67.04 | — | Unverified |
| 4 | FactJointGT | BLEU | 66.89 | — | Unverified |
| 5 | JointGT (T5) | BLEU | 61.01 | — | Unverified |
| 6 | T5 | BLEU | 58.66 | — | Unverified |
| 7 | JointGT (BART) | BLEU | 58.55 | — | Unverified |
| 8 | BART | BLEU | 56.65 | — | Unverified |
| 9 | SOTA-NPT | BLEU | 48 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | BART-large+ STA | BLEU | 25.66 | — | Unverified |
| 2 | BART-large | BLEU | 23.65 | — | Unverified |
| 3 | Writer-Reviewer | BLEU | 19.6 | — | Unverified |
| 4 | CGE-LW | BLEU | 18.01 | — | Unverified |
| 5 | Graformer | BLEU | 17.8 | — | Unverified |
| 6 | GraphWriter | BLEU | 14.3 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GAP - Me,r+γ | BLEU | 35.08 | — | Unverified |
| 2 | GAP - Me,re | BLEU | 34.02 | — | Unverified |
| 3 | BART | BLEU | 31.38 | — | Unverified |
| 4 | JointGT | BLEU | 31.19 | — | Unverified |
| 5 | GraphWriter | BLEU | 30.78 | — | Unverified |
| 6 | T5 | BLEU | 12.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | JointGT (BART) | BLEU | 65.89 | — | Unverified |
| 2 | BART | BLEU | 63.74 | — | Unverified |
| 3 | SOTA-NPT | BLEU | 61.48 | — | Unverified |
| 4 | JointGT (T5) | BLEU | 60.45 | — | Unverified |
| 5 | T5 | BLEU | 58.95 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | JointGT (BART) | BLEU | 30.02 | — | Unverified |
| 2 | BART | BLEU | 29.61 | — | Unverified |
| 3 | SOTA-NPT | BLEU | 29.45 | — | Unverified |
| 4 | JointGT (T5) | BLEU | 28.95 | — | Unverified |
| 5 | T5 | BLEU | 28.78 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Nodes | Test perplexity | 27.4 | — | Unverified |
| 2 | GNN | Test perplexity | 26.93 | — | Unverified |
| 3 | BoW | Test perplexity | 26.65 | — | Unverified |
| 4 | Unconditional | Test perplexity | 25.85 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | T5_large | BLEU | 59.7 | — | Unverified |
| 2 | BART_large | BLEU | 54.72 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | T5_large | BLEU | 64.71 | — | Unverified |
| 2 | BART_large | BLEU | 63.45 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | T5_large | BLEU | 53.67 | — | Unverified |
| 2 | BART_large | BLEU | 43.97 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MGCN+sum | BLEU | 26.4 | — | Unverified |