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SotA/Natural Language Processing/Data-to-Text Generation

Data-to-Text Generation

119 benchmarks219 papers

A classic problem in natural-language generation (NLG) involves taking structured data, such as a table, as input, and producing text that adequately and fluently describes this data as output. Unlike machine translation, which aims for complete transduction of the sentence to be translated, this form of NLG is usually taken to require addressing (at least) two separate challenges: what to say, the selection of an appropriate subset of the input data to discuss, and how to say it, the surface realization of a generation.

<span style="color:grey; opacity: 0.6">( Image credit: Data-to-Text Generation with Content Selection and Planning )</span>

Benchmarks

Data-to-Text Generation on VIST

METEORCIDErBLEU-4ROUGE-LBLEU-3BLEU-1BLEU-2SPICEBLEURTMLTD

Data-to-Text Generation on WebNLG

BLEUMETEORFactSpotterNumber of parameters (M)BLEU-4ROUGE-L

Data-to-Text Generation on WebNLG 2.0 (Unconstrained)

ROUGEBLEUMETEOR

Data-to-Text Generation on E2E NLG Challenge

BLEUROUGE-LMETEORNISTCIDErNumber of parameters (M)

Data-to-Text Generation on WebNLG 2.0 (Constrained)

BLEUMETEORROUGEFactSpotter

Data-to-Text Generation on EventNarrative

BLEUMETEORROUGEBertScoreCIDErChrF++

Data-to-Text Generation on WebNLG Full

BLEU

Data-to-Text Generation on AGENDA

BLEU

Data-to-Text Generation on RotoWire

BLEU

Data-to-Text Generation on RotoWire (Relation Generation)

countPrecision

Data-to-Text Generation on VIST-E

BLEU-1BLEU-2BLEU-3BLEU-4CIDErMETEORROUGE-L

Data-to-Text Generation on XAlign

BLEU4METEOR

Data-to-Text Generation on DART

BLEUMETEORFactSpotter

Data-to-Text Generation on GenWiki (Fine)

BLEUMETEORROUGE-LCIDEr

Data-to-Text Generation on GenWiki (Full)

BLEUMETEORROUGE-LCIDEr

Data-to-Text Generation on MULTIWOZ 2.1

BLEU

Data-to-Text Generation on PathQuestion

BLEUMETEORROUGE

Data-to-Text Generation on ToTTo

BLEUPARENTMETEOR

Data-to-Text Generation on WebQuestions

BLEUMETEORROUGE

Data-to-Text Generation on Cleaned E2E NLG Challenge

METEOR (Validation set)BLEU (Test set)

Data-to-Text Generation on LSMDC-E

BLEU-1BLEU-2BLEU-3BLEU-4CIDErMETEORROUGE-L

Data-to-Text Generation on MLB Dataset

BLEU

Data-to-Text Generation on MLB Dataset (Content Ordering)

DLD

Data-to-Text Generation on MLB Dataset (Relation Generation)

Precisioncount

Data-to-Text Generation on RotoWire (Content Ordering)

BLEUDLD

Data-to-Text Generation on WikiGraphs

Test perplexityrBLEU (Test)rBLEU (Valid)rBLEU(w/title)(Test)rBLEU(w/title)(Valid)

Data-to-Text Generation on Czech Restaurant NLG

BLEU scoreMETEORCIDERNIST

Data-to-Text Generation on MLB Dataset (Content Selection)

PrecisionRecall

Data-to-Text Generation on E2E

METEOR

Data-to-Text Generation on SR11Deep

BLEU

Data-to-Text Generation on ViGGO

BLEU

Data-to-Text Generation on WebNLG (All)

BLEUMETEORchrF++

Data-to-Text Generation on WebNLG (Seen)

BLEUMETEORchrF++

Data-to-Text Generation on WebNLG (Unseen)

BLEUMETEORchrF++

Data-to-Text Generation on WebNLG en

METEOR

Data-to-Text Generation on WebNLG ru

METEOR

Data-to-Text Generation on AMR3.0

Bleu

Data-to-Text Generation on ENT-DESC

BLEU

Data-to-Text Generation on GenWiki

BLEU

Data-to-Text Generation on VG graph-text

BLEU

Data-to-Text Generation on WebNLG v2.1

BLEU

Data-to-Text Generation on WikiOFGraph

BLEU

Data-to-Text Generation on Wikipedia Person and Animal Dataset

BLEU

Data-to-Text Generation on Rotowire (Content Selection)

PrecisionRecall