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 3301–3325 of 5335 papers

Title	Date	Tasks	Status	Hype
From Show to Tell: A Survey on Deep Learning-based Image Captioning	Jul 14, 2021	Image CaptioningLanguage Modelling	—Unverified	0
FairyTailor: A Multimodal Generative Framework for Storytelling	Jul 13, 2021	Story GenerationText Generation	CodeCode Available	1
CatVRNN: Generating Category Texts via Multi-task Learning	Jul 12, 2021	DiversityMulti-Task Learning	CodeCode Available	0
Direct speech-to-speech translation with discrete units	Jul 12, 2021	Speech-to-Speech TranslationText Generation	CodeCode Available	1
Inspiration through Observation: Demonstrating the Influence of Automatically Generated Text on Creative Writing	Jul 8, 2021	Language ModellingSentence	CodeCode Available	0
HinGE: A Dataset for Generation and Evaluation of Code-Mixed Hinglish Text	Jul 8, 2021	Text Generation	—Unverified	0
DISCO : efficient unsupervised decoding for discrete natural language problems via convex relaxation	Jul 7, 2021	Adversarial TextText Generation	—Unverified	0
Structured Denoising Diffusion Models in Discrete State-Spaces	Jul 7, 2021	DenoisingText Generation	CodeCode Available	2
A Survey on Dialogue Summarization: Recent Advances and New Frontiers	Jul 7, 2021	SurveyText Generation	—Unverified	0
On Training Instance Selection for Few-Shot Neural Text Generation	Jul 7, 2021	ClusteringData-to-Text Generation	—Unverified	0
RATCHET: Medical Transformer for Chest X-ray Diagnosis and Reporting	Jul 5, 2021	DiagnosticText Generation	CodeCode Available	1
Is GPT-3 Text Indistinguishable from Human Text? Scarecrow: A Framework for Scrutinizing Machine Text	Jul 2, 2021	MathText Generation	—Unverified	0
Case Relation Transformer: A Crossmodal Language Generation Model for Fetching Instructions	Jul 2, 2021	RelationSentence	—Unverified	0
Diversity as a By-Product: Goal-oriented Language Generation Leads to Linguistic Variation	Jul 1, 2021	DiversityImage Captioning	—Unverified	0
Velocidapter: Task-oriented Dialogue Comprehension Modeling Pairing Synthetic Text Generation with Domain Adaptation	Jul 1, 2021	Dialogue GenerationDomain Adaptation	CodeCode Available	0
Getting to Production with Few-shot Natural Language Generation Models	Jul 1, 2021	Language ModelingLanguage Modelling	—Unverified	0
A Task-Oriented Dialogue Architecture via Transformer Neural Language Models and Symbolic Injection	Jul 1, 2021	Dialogue ManagementManagement	—Unverified	0
Do Encoder Representations of Generative Dialogue Models have sufficient summary of the Information about the task ?	Jul 1, 2021	Text Generation	CodeCode Available	0
Capturing Event Argument Interaction via A Bi-Directional Entity-Level Recurrent Decoder	Jul 1, 2021	DecoderEvent Argument Extraction	—Unverified	0
All That's 'Human' Is Not Gold: Evaluating Human Evaluation of Generated Text	Jun 30, 2021	AllArticles	—Unverified	0
Evaluation of Thematic Coherence in Microblogs	Jun 30, 2021	Text Generation	—Unverified	0
Topic-to-Essay Generation with Comprehensive Knowledge Enhancement	Jun 29, 2021	Text Generation	—Unverified	0
Don't Take It Literally: An Edit-Invariant Sequence Loss for Text Generation	Jun 29, 2021	Machine TranslationStyle Transfer	CodeCode Available	0
UMIC: An Unreferenced Metric for Image Captioning via Contrastive Learning	Jun 26, 2021	Contrastive LearningDiversity	CodeCode Available	1
DeltaLM: Encoder-Decoder Pre-training for Language Generation and Translation by Augmenting Pretrained Multilingual Encoders	Jun 25, 2021	Abstractive Text SummarizationDecoder	CodeCode Available	0

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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