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 3101–3125 of 5335 papers

Title	Date	Tasks	Status	Hype
Hate a Little Less, Love a Little More! Proactively Curbing Online Hatred via Hate Speech Normalization	Oct 16, 2021	Hate Speech NormalizationText Generation	CodeCode Available	1
Can Language Models Take A Hint? Prompting for Controllable Contextualized Commonsense Inference	Oct 16, 2021	Data AugmentationText Generation	—Unverified	0
Attending to Visual Differences for Situated Language Generation in Changing Scenes	Oct 16, 2021	Text Generation	—Unverified	0
MTG: A Benchmarking Suite for Multilingual Text Generation	Oct 16, 2021	BenchmarkingQuestion Generation	—Unverified	0
Attention as Grounding: Exploring Textual and Cross-Modal Attention on Entities and Relations in Language-and-Vision Transformer	Oct 16, 2021	Text GenerationVisual Grounding	—Unverified	0
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation	Oct 16, 2021	Entity AlignmentQuestion Answering	—Unverified	0
FrugalScore: Learning Cheaper, Lighter and Faster Evaluation Metricsfor Automatic Text Generation	Oct 16, 2021	Text GenerationTranslation	CodeCode Available	1
How Well Do You Know Your Audience? Toward Socially-aware Question Generation	Oct 16, 2021	Question GenerationQuestion-Generation	—Unverified	0
Open Domain Question Answering with A Unified Knowledge Interface	Oct 16, 2021	Data-to-Text GenerationNatural Questions	CodeCode Available	1
Improving Compositional Generalization with Self-Training for Data-to-Text Generation	Oct 16, 2021	Data-to-Text GenerationText Generation	—Unverified	0
Coherence boosting: When your pretrained language model is not paying enough attention	Oct 15, 2021	Language ModelingLanguage Modelling	CodeCode Available	1
Control Prefixes for Parameter-Efficient Text Generation	Oct 15, 2021	Abstractive Text SummarizationAttribute	CodeCode Available	1
End-to-End Segmentation-based News Summarization	Oct 15, 2021	ArticlesNews Summarization	—Unverified	0
Jurassic is (almost) All You Need: Few-Shot Meaning-to-Text Generation for Open-Domain Dialogue	Oct 15, 2021	AllHallucination	—Unverified	0
Hindsight: Posterior-guided training of retrievers for improved open-ended generation	Oct 14, 2021	Text Generation	—Unverified	0
MReD: A Meta-Review Dataset for Structure-Controllable Text Generation	Oct 14, 2021	Text GenerationText Summarization	CodeCode Available	1
RecInDial: A Unified Framework for Conversational Recommendation with Pretrained Language Models	Oct 14, 2021	Conversational RecommendationDialogue Generation	—Unverified	0
Plug-Tagger: A Pluggable Sequence Labeling Framework Using Language Models	Oct 14, 2021	Language ModellingText Generation	—Unverified	0
Rethinking Self-Supervision Objectives for Generalizable Coherence Modeling	Oct 14, 2021	Coherence EvaluationContrastive Learning	—Unverified	0
Solving Aspect Category Sentiment Analysis as a Text Generation Task	Oct 14, 2021	Aspect Category Sentiment AnalysisSentiment Analysis	CodeCode Available	1
Bag-of-Vectors Autoencoders for Unsupervised Conditional Text Generation	Oct 13, 2021	Conditional Text GenerationSentence Summarization	—Unverified	0
Differentially Private Fine-tuning of Language Models	Oct 13, 2021	Text Generation	CodeCode Available	1
CLIP4Caption: CLIP for Video Caption	Oct 13, 2021	DecoderSentence	—Unverified	0
Federated Natural Language Generation for Personalized Dialogue System	Oct 13, 2021	Text Generation	—Unverified	0
DiscoDVT: Generating Long Text with Discourse-Aware Discrete Variational Transformer	Oct 12, 2021	Story GenerationText 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