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 4751–4775 of 5335 papers

Title	Date	Tasks	Status
Predicting Causes of Reformulation in Intelligent Assistants	Jul 13, 2017	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Controlling Linguistic Style Aspects in Neural Language Generation	Jul 9, 2017	Language ModelingLanguage Modelling	—Unverified
Where to Play: Retrieval of Video Segments using Natural-Language Queries	Jul 2, 2017	Image CaptioningNatural Language Queries	—Unverified
Latent-Variable PCFGs: Background and Applications	Jul 1, 2017	Machine TranslationQuestion Answering	—Unverified
Automatic Generation of Jokes in Hindi	Jul 1, 2017	Text Generation	—Unverified
PyDial: A Multi-domain Statistical Dialogue System Toolkit	Jul 1, 2017	Dialogue ManagementSpeech Recognition	—Unverified
Discourse Annotation of Non-native Spontaneous Spoken Responses Using the Rhetorical Structure Theory Framework	Jul 1, 2017	Machine TranslationText Generation	—Unverified
A Neural Local Coherence Model	Jul 1, 2017	modelText Generation	CodeCode Available
Creating Training Corpora for NLG Micro-Planners	Jul 1, 2017	Data-to-Text GenerationReferring Expression	—Unverified
TextFlow: A Text Similarity Measure based on Continuous Sequences	Jul 1, 2017	Natural Language InferencePosition	—Unverified
Abstractive Document Summarization with a Graph-Based Attentional Neural Model	Jul 1, 2017	Abstractive Text SummarizationDocument Summarization	—Unverified
Learning to Generate Market Comments from Stock Prices	Jul 1, 2017	DecoderInformativeness	—Unverified
Automatically Generating Rhythmic Verse with Neural Networks	Jul 1, 2017	Language ModelingLanguage Modelling	—Unverified
Data-Driven Broad-Coverage Grammars for Opinionated Natural Language Generation (ONLG)	Jul 1, 2017	ArticlesLanguage Modeling	—Unverified
Generating Contrastive Referring Expressions	Jul 1, 2017	Text Generation	—Unverified
Relevance of Unsupervised Metrics in Task-Oriented Dialogue for Evaluating Natural Language Generation	Jun 29, 2017	Dialogue GenerationDiversity	CodeCode Available
Data-driven Natural Language Generation: Paving the Road to Success	Jun 28, 2017	BIG-bench Machine LearningText Generation	—Unverified
The E2E Dataset: New Challenges For End-to-End Generation	Jun 28, 2017	Data-to-Text GenerationText Generation	CodeCode Available
Neural-based Natural Language Generation in Dialogue using RNN Encoder-Decoder with Semantic Aggregation	Jun 21, 2017	DecoderSentence	—Unverified
On Natural Language Generation of Formal Argumentation	Jun 13, 2017	Text Generation	—Unverified
Adversarial Feature Matching for Text Generation	Jun 12, 2017	Generative Adversarial NetworkText Generation	CodeCode Available
Language Generation with Recurrent Generative Adversarial Networks without Pre-training	Jun 5, 2017	Text Generation	CodeCode Available
Squib: Effects of Cognitive Effort on the Resolution of Overspecified Descriptions	Jun 1, 2017	Referring ExpressionReferring expression generation	—Unverified
Semantic Refinement GRU-based Neural Language Generation for Spoken Dialogue Systems	Jun 1, 2017	SentenceSpoken Dialogue Systems	—Unverified
Natural Language Generation for Spoken Dialogue System using RNN Encoder-Decoder Networks	Jun 1, 2017	DecoderSentence	—Unverified

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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