ML Research Wiki / Benchmarks / Table-to-Text Generation / WikiBio

WikiBio

Table-to-Text Generation Benchmark

Performance Over Time

šŸ“Š Showing 4 results | šŸ“ Metric: BLEU

Top Performing Models

Rank Model Paper BLEU Date Code
1 Field-gating Seq2seq + dual attention Table-to-text Generation by Structure-aware Seq2seq Learning 44.89 2017-11-27 šŸ“¦ tyliupku/wiki2bio šŸ“¦ anjbapat/D2T šŸ“¦ Parth27/Data2Text
2 Field-gating Seq2seq + dual attention + beam search Table-to-text Generation by Structure-aware Seq2seq Learning 44.71 2017-11-27 šŸ“¦ tyliupku/wiki2bio šŸ“¦ anjbapat/D2T šŸ“¦ Parth27/Data2Text
3 MBD Controlling Hallucinations at Word Level in Data-to-Text Generation 41.56 2021-02-04 šŸ“¦ KaijuML/dtt-multi-branch
4 Table NLM Neural Text Generation from Structured Data with Application to the Biography Domain 34.70 2016-03-24 šŸ“¦ parajain/data-to-text šŸ“¦ nathanlesage/so-classifier

All Papers (4)

Table-to-text Generation by Structure-aware Seq2seq Learning

2017
Field-gating Seq2seq + dual attention
tyliupku/wiki2bio anjbapat/D2T Parth27/Data2Text

Table-to-text Generation by Structure-aware Seq2seq Learning

2017
Field-gating Seq2seq + dual attention + beam search
tyliupku/wiki2bio anjbapat/D2T Parth27/Data2Text
KaijuML/dtt-multi-branch
parajain/data-to-text nathanlesage/so-classifier