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 3601–3625 of 5335 papers

Title	Date	Tasks	Status	Hype
“This is a Problem, Don’t You Agree?” Framing and Bias in Human Evaluation for Natural Language Generation	Dec 1, 2020	Text Generation	—Unverified	0
A proof of concept on triangular test evaluation for Natural Language Generation	Dec 1, 2020	Text Generation	—Unverified	0
Zero-Shot Neural Machine Translation: Russian-Hindi @LoResMT 2020	Dec 1, 2020	Machine TranslationNMT	—Unverified	0
Neural Micro-Planning for Data to Text Generation Produces more Cohesive Text	Dec 1, 2020	Data-to-Text GenerationText Generation	—Unverified	0
NILC at SR’20: Exploring Pre-Trained Models in Surface Realisation	Dec 1, 2020	Data-to-Text GenerationText Generation	—Unverified	0
Surface Realization Using Pretrained Language Models	Dec 1, 2020	DecoderLanguage Modeling	—Unverified	0
Data Augmentation for Multiclass Utterance Classification -- A Systematic Study	Dec 1, 2020	ClassificationData Augmentation	—Unverified	0
MedWriter: Knowledge-Aware Medical Text Generation	Dec 1, 2020	Text Generation	—Unverified	0
Retrieval-Augmented Controllable Review Generation	Dec 1, 2020	AttributeDescriptive	—Unverified	0
Learning Semantic Correspondences from Noisy Data-text Pairs by Local-to-Global Alignments	Dec 1, 2020	Data-to-Text GenerationText Generation	—Unverified	0
Dynamic Topic Tracker for KB-to-Text Generation	Dec 1, 2020	SentenceText Generation	—Unverified	0
A hierarchical approach to vision-based language generation: from simple sentences to complex natural language	Dec 1, 2020	Text Generation	—Unverified	0
Referring to what you know and do not know: Making Referring Expression Generation Models Generalize To Unseen Entities	Dec 1, 2020	DecoderReferring Expression	—Unverified	0
Learning with Contrastive Examples for Data-to-Text Generation	Dec 1, 2020	Comment GenerationData-to-Text Generation	CodeCode Available	0
TableGPT: Few-shot Table-to-Text Generation with Table Structure Reconstruction and Content Matching	Dec 1, 2020	Few-Shot LearningLanguage Modeling	CodeCode Available	1
Generalized Shortest-Paths Encoders for AMR-to-Text Generation	Dec 1, 2020	AMR-to-Text GenerationDiversity	—Unverified	0
Building Hierarchically Disentangled Language Models for Text Generation with Named Entities	Dec 1, 2020	Dependency ParsingLanguage Modeling	—Unverified	0
GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text Generation	Dec 1, 2020	Knowledge GraphsText Generation	CodeCode Available	1
Text Simplification with Reinforcement Learning Using Supervised Rewards on Grammaticality, Meaning Preservation, and Simplicity	Dec 1, 2020	reinforcement-learningReinforcement Learning	—Unverified	0
Label Representations in Modeling Classification as Text Generation	Dec 1, 2020	Classificationtext-classification	—Unverified	0
Unsupervised KB-to-Text Generation with Auxiliary Triple Extraction using Dual Learning	Dec 1, 2020	Text Generation	—Unverified	0
Recipe Instruction Semantics Corpus (RISeC): Resolving Semantic Structure and Zero Anaphora in Recipes	Dec 1, 2020	Question AnsweringReading Comprehension	—Unverified	0
Refining Deep Generative Models via Discriminator Gradient Flow	Dec 1, 2020	Image GenerationText Generation	CodeCode Available	1
Denoising Pre-Training and Data Augmentation Strategies for Enhanced RDF Verbalization with Transformers	Dec 1, 2020	Data AugmentationDenoising	—Unverified	0
TaylorGAN: Neighbor-Augmented Policy Update Towards Sample-Efficient Natural Language Generation	Dec 1, 2020	DiversityText 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