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 3501–3525 of 5335 papers

Title	Date	Tasks	Status	Hype
InsNet: An Efficient, Flexible, and Performant Insertion-based Text Generation Model	Feb 12, 2021	Machine TranslationStory Generation	—Unverified	0
Structural Information Preserving for Graph-to-Text Generation	Feb 12, 2021	Data-to-Text GenerationText Generation	CodeCode Available	1
Generating Synthetic Text Data to Evaluate Causal Inference Methods	Feb 10, 2021	Causal InferenceText Generation	—Unverified	0
A Hybrid Task-Oriented Dialog System with Domain and Task Adaptive Pretraining	Feb 8, 2021	dialog state trackingNatural Language Understanding	—Unverified	0
Bias Out-of-the-Box: An Empirical Analysis of Intersectional Occupational Biases in Popular Generative Language Models	Feb 8, 2021	Language ModellingSentence	CodeCode Available	1
Generate and Revise: Reinforcement Learning in Neural Poetry	Feb 8, 2021	reinforcement-learningReinforcement Learning	—Unverified	0
Jointly Improving Language Understanding and Generation with Quality-Weighted Weak Supervision of Automatic Labeling	Feb 6, 2021	Text Generation	—Unverified	0
Neural Data-to-Text Generation with LM-based Text Augmentation	Feb 6, 2021	Data-to-Text GenerationText Augmentation	—Unverified	0
Does the Order of Training Samples Matter? Improving Neural Data-to-Text Generation with Curriculum Learning	Feb 6, 2021	Data-to-Text GenerationText Generation	—Unverified	0
GraphPlan: Story Generation by Planning with Event Graph	Feb 5, 2021	Story GenerationText Generation	—Unverified	0
Controlling Hallucinations at Word Level in Data-to-Text Generation	Feb 4, 2021	Data-to-Text GenerationDecoder	CodeCode Available	1
Incremental Beam Manipulation for Natural Language Generation	Feb 4, 2021	RerankingText Generation	CodeCode Available	0
Data-to-text Generation with Macro Planning	Feb 4, 2021	Data-to-Text GenerationDecoder	CodeCode Available	1
Unifying Vision-and-Language Tasks via Text Generation	Feb 4, 2021	Conditional Text GenerationDecoder	CodeCode Available	1
MAUVE: Measuring the Gap Between Neural Text and Human Text using Divergence Frontiers	Feb 2, 2021	Text Generation	CodeCode Available	1
MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations	Feb 2, 2021	Graph MatchingText Generation	—Unverified	0
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics	Feb 2, 2021	Abstractive Text SummarizationCross-Lingual Abstractive Summarization	—Unverified	0
Enhancing the Transformer Decoder with Transition-based Syntax	Jan 29, 2021	DecoderMachine Translation	CodeCode Available	0
VX2TEXT: End-to-End Learning of Video-Based Text Generation From Multimodal Inputs	Jan 28, 2021	DecoderQuestion Answering	—Unverified	0
BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language Generation	Jan 27, 2021	BenchmarkingText Generation	CodeCode Available	0
GUIGAN: Learning to Generate GUI Designs Using Generative Adversarial Networks	Jan 25, 2021	Image GenerationText Generation	CodeCode Available	1
Belief-based Generation of Argumentative Claims	Jan 24, 2021	InformativenessText Generation	CodeCode Available	0
Macroscopic Control of Text Generation for Image Captioning	Jan 20, 2021	DiversityImage Captioning	—Unverified	0
Data-to-text Generation by Splicing Together Nearest Neighbors	Jan 20, 2021	Conditional Text GenerationData-to-Text Generation	CodeCode Available	1
MONAH: Multi-Modal Narratives for Humans to analyze conversations	Jan 18, 2021	Emotion Recognition in ConversationFeature Engineering	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