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 3851–3875 of 5335 papers

Title	Date	Tasks	Status	Hype
Transparency in Language Generation: Levels of Automation	Jun 11, 2020	Text Generation	—Unverified	0
A Probabilistic Model with Commonsense Constraints for Pattern-based Temporal Fact Extraction	Jun 11, 2020	TAGText Generation	—Unverified	0
On the Effectiveness of Neural Text Generation based Data Augmentation for Recognition of Morphologically Rich Speech	Jun 9, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
ColdGANs: Taming Language GANs with Cautious Sampling Strategies	Jun 8, 2020	Abstractive Text SummarizationQuestion Generation	—Unverified	0
Human or Machine: Automating Human Likeliness Evaluation of NLG Texts	Jun 5, 2020	Text Generation	—Unverified	0
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
Some Theoretical Insights into Wasserstein GANs	Jun 4, 2020	Text Generation	—Unverified	0
Graph-Stega: Semantic Controllable Steganographic Text Generation Guided by Knowledge Graph	Jun 2, 2020	Text Generation	—Unverified	0
Informativity in Image Captions vs. Referring Expressions	Jun 1, 2020	Image CaptioningObject	—Unverified	0
Improving Disentangled Text Representation Learning with Information-Theoretic Guidance	Jun 1, 2020	Conditional Text GenerationRepresentation Learning	—Unverified	0
Cascaded Text Generation with Markov Transformers	Jun 1, 2020	Machine TranslationText Generation	CodeCode Available	1
Design and Implementation of a Virtual 3D Educational Environment to improve Deaf Education	May 29, 2020	Machine TranslationSentence	—Unverified	0
Massive Choice, Ample Tasks (MaChAmp): A Toolkit for Multi-task Learning in NLP	May 29, 2020	Dependency ParsingLanguage Modeling	CodeCode Available	1
GoChat: Goal-oriented Chatbots with Hierarchical Reinforcement Learning	May 24, 2020	ChatbotHierarchical Reinforcement Learning	—Unverified	0
When does MAML Work the Best? An Empirical Study on Model-Agnostic Meta-Learning in NLP Applications	May 24, 2020	Few-Shot Text ClassificationLanguage Modeling	—Unverified	0
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks	May 22, 2020	Fact VerificationQuestion Answering	CodeCode Available	4
Givenness Hierarchy Theoretic Cognitive Status Filtering	May 22, 2020	Text Generation	—Unverified	0
Investigating Label Bias in Beam Search for Open-ended Text Generation	May 22, 2020	Response GenerationText Generation	—Unverified	0
Towards Finite-State Morphology of Kurdish	May 21, 2020	Information RetrievalMachine Translation	—Unverified	0
Text-to-Text Pre-Training for Data-to-Text Tasks	May 21, 2020	Data-to-Text GenerationLanguage Modeling	CodeCode Available	1
Fluent Response Generation for Conversational Question Answering	May 21, 2020	Conversational Question AnsweringData Augmentation	CodeCode Available	1
Artificial Intelligence versus Maya Angelou: Experimental evidence that people cannot differentiate AI-generated from human-written poetry	May 20, 2020	Text Generation	CodeCode Available	0
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

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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