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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 976–1000 of 5335 papers

Title	Date	Tasks	Status	Hype
Discovering Textual Structures: Generative Grammar Induction using Template Trees	Sep 9, 2020	Text Generation	CodeCode Available	1
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data Hiding	Sep 7, 2020	DecoderDenoising	CodeCode Available	1
SARG: A Novel Semi Autoregressive Generator for Multi-turn Incomplete Utterance Restoration	Aug 4, 2020	Dialogue RewritingText Generation	CodeCode Available	1
TweepFake: about Detecting Deepfake Tweets	Jul 31, 2020	Binary text classificationDeepFake Detection	CodeCode Available	1
Investigating Pretrained Language Models for Graph-to-Text Generation	Jul 16, 2020	AMR-to-Text GenerationData-to-Text Generation	CodeCode Available	1
Paranoid Transformer: Reading Narrative of Madness as Computational Approach to Creativity	Jul 13, 2020	Text Generation	CodeCode Available	1
Synthesizing Aspect-Driven Recommendation Explanations from Reviews	Jul 11, 2020	Explainable RecommendationText Generation	CodeCode Available	1
Improving Conversational Recommender Systems via Knowledge Graph based Semantic Fusion	Jul 8, 2020	Knowledge GraphsRecommendation Systems	CodeCode Available	1
DART: Open-Domain Structured Data Record to Text Generation	Jul 6, 2020	Domain GeneralizationSemantic Parsing	CodeCode Available	1
Learning Sparse Prototypes for Text Generation	Jun 29, 2020	Language ModelingLanguage Modelling	CodeCode Available	1
Unsupervised Evaluation of Interactive Dialog with DialoGPT	Jun 23, 2020	Dialogue EvaluationOpen-Domain Dialog	CodeCode Available	1
Evidence-Aware Inferential Text Generation with Vector Quantised Variational AutoEncoder	Jun 15, 2020	Common Sense ReasoningDecoder	CodeCode Available	1
Learning Latent Space Energy-Based Prior Model	Jun 15, 2020	Anomaly Detectionmodel	CodeCode Available	1
A Generative Model for Joint Natural Language Understanding and Generation	Jun 12, 2020	Natural Language UnderstandingTask-Oriented Dialogue Systems	CodeCode Available	1
Improving GAN Training with Probability Ratio Clipping and Sample Reweighting	Jun 12, 2020	Image GenerationStyle Transfer	CodeCode Available	1
CoCon: A Self-Supervised Approach for Controlled Text Generation	Jun 5, 2020	Text Generation	CodeCode Available	1
M3P: Learning Universal Representations via Multitask Multilingual Multimodal Pre-training	Jun 4, 2020	Image CaptioningImage Retrieval	CodeCode Available	1
Cascaded Text Generation with Markov Transformers	Jun 1, 2020	Machine TranslationText Generation	CodeCode Available	1
Massive Choice, Ample Tasks (MaChAmp): A Toolkit for Multi-task Learning in NLP	May 29, 2020	Dependency ParsingLanguage Modeling	CodeCode Available	1
Fluent Response Generation for Conversational Question Answering	May 21, 2020	Conversational Question AnsweringData Augmentation	CodeCode Available	1
Text-to-Text Pre-Training for Data-to-Text Tasks	May 21, 2020	Data-to-Text GenerationLanguage Modeling	CodeCode Available	1
Syntax-guided Controlled Generation of Paraphrases	May 18, 2020	Paraphrase GenerationSentence	CodeCode Available	1
GPT-too: A language-model-first approach for AMR-to-text generation	May 18, 2020	AMR-to-Text GenerationData-to-Text Generation	CodeCode Available	1
MixingBoard: a Knowledgeable Stylized Integrated Text Generation Platform	May 17, 2020	Text Generation	CodeCode Available	1
Schema-Guided Natural Language Generation	May 11, 2020	dialog state trackingText Generation	CodeCode Available	1

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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