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 3776–3800 of 5335 papers

Title	Date	Tasks	Status	Hype
Current Limitations of Language Models: What You Need is Retrieval	Sep 15, 2020	RetrievalText Generation	CodeCode Available	0
A Systematic Characterization of Sampling Algorithms for Open-ended Language Generation	Sep 15, 2020	DiversityText Generation	CodeCode Available	0
A Comparison of LSTM and BERT for Small Corpus	Sep 11, 2020	intent-classificationIntent Classification	—Unverified	0
Multi-modal embeddings using multi-task learning for emotion recognition	Sep 10, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Modern Methods for Text Generation	Sep 10, 2020	BIG-bench Machine Learningtext-classification	CodeCode Available	1
Brain2Word: Decoding Brain Activity for Language Generation	Sep 10, 2020	Brain DecodingText Generation	CodeCode Available	1
Discovering Textual Structures: Generative Grammar Induction using Template Trees	Sep 9, 2020	Text Generation	CodeCode Available	1
SportSett:Basketball - A robust and maintainable dataset for Natural Language Generation	Sep 7, 2020	Text Generation	—Unverified	0
Improving Language Generation with Sentence Coherence Objective	Sep 7, 2020	DiversityLanguage Modeling	CodeCode Available	0
Robust Conversational AI with Grounded Text Generation	Sep 7, 2020	Text GenerationWorld Knowledge	—Unverified	0
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data Hiding	Sep 7, 2020	DecoderDenoising	CodeCode Available	1
Black Box to White Box: Discover Model Characteristics Based on Strategic Probing	Sep 7, 2020	BIG-bench Machine LearningDiversity	—Unverified	0
Neural Language Generation for a Turkish Task-Oriented Dialogue System	Sep 1, 2020	Text Generation	—Unverified	0
A Survey of Evaluation Metrics Used for NLG Systems	Aug 27, 2020	Image Captioningnlg evaluation	—Unverified	0
ETC-NLG: End-to-end Topic-Conditioned Natural Language Generation	Aug 25, 2020	AttributeComputational Efficiency	CodeCode Available	0
Tweet to News Conversion: An Investigation into Unsupervised Controllable Text Generation	Aug 21, 2020	DecoderStyle Transfer	—Unverified	0
Towards a Decomposable Metric for Explainable Evaluation of Text Generation from AMR	Aug 20, 2020	Abstract Meaning RepresentationSentence	CodeCode Available	0
Learning to Create Better Ads: Generation and Ranking Approaches for Ad Creative Refinement	Aug 17, 2020	TAGText Generation	—Unverified	0
Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems	Aug 14, 2020	Dialogue State TrackingFew-Shot Learning	—Unverified	0
The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Models	Aug 12, 2020	counterfactualSentiment Analysis	CodeCode Available	2
Perception Score, A Learned Metric for Open-ended Text Generation Evaluation	Aug 7, 2020	Text Generation	—Unverified	0
SARG: A Novel Semi Autoregressive Generator for Multi-turn Incomplete Utterance Restoration	Aug 4, 2020	Dialogue RewritingText Generation	CodeCode Available	1
TweepFake: about Detecting Deepfake Tweets	Jul 31, 2020	Binary text classificationDeepFake Detection	CodeCode Available	1
Neural Language Generation: Formulation, Methods, and Evaluation	Jul 31, 2020	SurveyText Generation	—Unverified	0
Defining and Evaluating Fair Natural Language Generation	Jul 28, 2020	FairnessSentence	—Unverified	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