Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

Papers

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Showing 3576–3600 of 5335 papers

Title	Date	Tasks	Status
Cross-lingual Transfer of Abstractive Summarizer to Less-resource Language	Dec 8, 2020	Abstractive Text SummarizationArticles	—Unverified
Robust Image Captioning	Dec 6, 2020	Image CaptioningText Generation	—Unverified
RDFjsRealB: a Symbolic Approach for Generating Text from RDF Triples	Dec 1, 2020	Text Generation	—Unverified
WebNLG Challenge 2020: Language Agnostic Delexicalisation for Multilingual RDF-to-text generation	Dec 1, 2020	Text Generation	—Unverified
Utilising Knowledge Graph Embeddings for Data-to-Text Generation	Dec 1, 2020	Data-to-Text GenerationKnowledge Graph Embeddings	—Unverified
DaMata: A Robot-Journalist Covering the Brazilian Amazon Deforestation	Dec 1, 2020	Text Generation	CodeCode Available
Controllable Neural Natural Language Generation: comparison of state-of-the-art control strategies	Dec 1, 2020	TAGText Generation	—Unverified
SimpleNLG-TI: Adapting SimpleNLG to Tibetan	Dec 1, 2020	Text Generation	—Unverified
Controlled Text Generation with Adversarial Learning	Dec 1, 2020	SentenceText Generation	—Unverified
Machine Translation Aided Bilingual Data-to-Text Generation and Semantic Parsing	Dec 1, 2020	Data-to-Text GenerationMachine Translation	—Unverified
The CACAPO Dataset: A Multilingual, Multi-Domain Dataset for Neural Pipeline and End-to-End Data-to-Text Generation	Dec 1, 2020	AttributeData-to-Text Generation	—Unverified
NUIG-DSI at the WebNLG+ challenge: Leveraging Transfer Learning for RDF-to-text generation	Dec 1, 2020	Text GenerationTransfer Learning	—Unverified
A General Benchmarking Framework for Text Generation	Dec 1, 2020	BenchmarkingKnowledge Graphs	CodeCode Available
P^2: A Plan-and-Pretrain Approach for Knowledge Graph-to-Text Generation	Dec 1, 2020	Knowledge GraphsText Generation	—Unverified
NILC at WebNLG+: Pretrained Sequence-to-Sequence Models on RDF-to-Text Generation	Dec 1, 2020	Data-to-Text GenerationText Generation	—Unverified
Transformer based Natural Language Generation for Question-Answering	Dec 1, 2020	Question AnsweringText Generation	—Unverified
The 2020 Bilingual, Bi-Directional WebNLG+ Shared Task: Overview and Evaluation Results (WebNLG+ 2020)	Dec 1, 2020	Semantic ParsingText Generation	—Unverified
Machine Translation Pre-training for Data-to-Text Generation - A Case Study in Czech	Dec 1, 2020	Data-to-Text GenerationMachine Translation	—Unverified
Semantic Triples Verbalization with Generative Pre-Training Model	Dec 1, 2020	modelText Generation	CodeCode Available
Train Hard, Finetune Easy: Multilingual Denoising for RDF-to-Text Generation	Dec 1, 2020	DenoisingText Generation	—Unverified
Text-to-Text Pre-Training Model with Plan Selection for RDF-to-Text Generation	Dec 1, 2020	Text Generation	—Unverified
Annotating Errors and Emotions in Human-Chatbot Interactions in Italian	Dec 1, 2020	ChatbotText Generation	—Unverified
Exploring Looping Effects in RNN-based Architectures	Dec 1, 2020	DecoderLanguage Modelling	—Unverified
Distinctive Slogan Generation with Reconstruction	Dec 1, 2020	Abstractive Text SummarizationDecoder	—Unverified
CollFrEn: Rich Bilingual English–French Collocation Resource	Dec 1, 2020	Machine TranslationRelation Classification	CodeCode Available

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All datasets DART COCO Captions EMNLP2017 WMT ReDial CommonGen ROCStories Chinese Poems Czech restaurant information OpenWebText SciQ Yahoo Questions ADGEN

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	T5B Baseline	BLEU	48.74	—	Unverified
2	FactT5B	BLEU	48.37	—	Unverified
3	JointGT Baseline	BLEU	47.51	—	Unverified
4	FactJointGT	BLEU	47.39	—	Unverified
5	Control Prefixes (T5-large)	METEOR	0.41	—	Unverified
6	T5	METEOR	0.12	—	Unverified
7	BART	METEOR	0.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LeakGAN	BLEU-2	0.95	—	Unverified
2	partGAN	BLEU-2	0.91	—	Unverified
3	RankGAN	BLEU-2	0.85	—	Unverified
4	RelGAN (100)	BLEU-2	0.85	—	Unverified
5	SeqGAN	BLEU-2	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LeakGAN	BLEU-2	0.96	—	Unverified
2	PPOGAN	BLEU-2	0.91	—	Unverified
3	RelGAN	BLEU-2	0.88	—	Unverified
4	SeqGAN	BLEU-2	0.86	—	Unverified
5	RankGAN	BLEU-2	0.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniCRS	Distinct-3	0.65	—	Unverified
2	CRFR	Distinct-3	0.52	—	Unverified
3	KGSF	Distinct-3	0.43	—	Unverified
4	C2CRS	Distinct-3	0.33	—	Unverified
5	KBRD	Distinct-3	0.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniLM	CIDEr	14.92	—	Unverified
2	BART (TextBox 2.0)	CIDEr	12.98	—	Unverified
3	BART	METEOR	0.3	—	Unverified
4	T5	METEOR	0.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Beam search + A*esque (beam)	BLEU-1	34.4	—	Unverified
2	Beam search + A*esque (sample)	BLEU-1	34.4	—	Unverified
3	Beam search + A*esque (greedy)	BLEU-1	34.3	—	Unverified
4	Beam search	BLEU-1	33.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RankGAN	BLEU-2	0.81	—	Unverified
2	SeqGAN	BLEU-2	0.74	—	Unverified
3	LeakGAN	BLEU-2	0.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TGen++	METEOR	0.17	—	Unverified
2	TGen	METEOR	0.15	—	Unverified
3	TGen+	METEOR	0.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT2-124M	eval_loss	3.12	—	Unverified
2	GPT2-81M-LOOP	eval_loss	3.11	—	Unverified
3	GPT2-Hermite	eval_loss	2.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LLaMA-65B+CFG (zero-shot)	Accuracy	96.6	—	Unverified
2	LLaMA-30B+CFG (zero-shot)	Accuracy	96.4	—	Unverified
3	LLaMA-13B+CFG (zero-shot)	Accuracy	95.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN-VAE	NLL	332.1	—	Unverified
2	SA-VAE	NLL	327.5	—	Unverified
3	Aggressive VAE	NLL	326.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	BLEU-4	10.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STWGAN-GP	BLEU-3	0.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PALM	ROUGE-L	41.41	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	ROUGE-L	64.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AEM+Attention	BLEU-1	14.17	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4	ASR	65.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	ROUGE-L	42.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Graph2Seq	BLEU	22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WGANGP + DGflow	JS-4	0.19	—	Unverified