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 3876–3900 of 5335 papers

Title	Date	Tasks	Status
Refining Data for Text Generation	Oct 1, 2020	Data-to-Text GenerationDecoder	—Unverified
Generative latent neural models for automatic word alignment	Sep 28, 2020	Machine TranslationSentence	—Unverified
Graph-based Multi-hop Reasoning for Long Text Generation	Sep 28, 2020	Review GenerationSentence	—Unverified
Quantifying Exposure Bias for Open-ended Language Generation	Sep 28, 2020	Text Generation	—Unverified
Penalty-based Sequence Generative Adversarial Networks with Enhanced Transformer for Text Generation	Sep 28, 2020	Text Generation	—Unverified
Learning to Plan and Realize Separately for Open-Ended Dialogue Systems	Sep 26, 2020	Text Generation	—Unverified
Automatic Arabic Dialect Identification Systems for Written Texts: A Survey	Sep 26, 2020	Dialect IdentificationMachine Translation	—Unverified
Controllable Text Generation with Focused Variation	Sep 25, 2020	AttributeDiversity	—Unverified
Weird AI Yankovic: Generating Parody Lyrics	Sep 25, 2020	Text Generation	—Unverified
Composed Variational Natural Language Generation for Few-shot Intents	Sep 21, 2020	Intent DetectionText Generation	—Unverified
F^2-Softmax: Diversifying Neural Text Generation via Frequency Factorized Softmax	Sep 20, 2020	DiversityText Generation	—Unverified
Knowledge Graphs for Multilingual Language Translation and Generation	Sep 16, 2020	Knowledge GraphsMachine Translation	—Unverified
Automated Source Code Generation and Auto-completion Using Deep Learning: Comparing and Discussing Current Language-Model-Related Approaches	Sep 16, 2020	Code GenerationDeep Learning	CodeCode Available
A Systematic Characterization of Sampling Algorithms for Open-ended Language Generation	Sep 15, 2020	DiversityText Generation	CodeCode Available
Current Limitations of Language Models: What You Need is Retrieval	Sep 15, 2020	RetrievalText Generation	CodeCode Available
Autoregressive Knowledge Distillation through Imitation Learning	Sep 15, 2020	Imitation LearningKnowledge Distillation	CodeCode Available
A Comparison of LSTM and BERT for Small Corpus	Sep 11, 2020	intent-classificationIntent Classification	—Unverified
Multi-modal embeddings using multi-task learning for emotion recognition	Sep 10, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Improving Language Generation with Sentence Coherence Objective	Sep 7, 2020	DiversityLanguage Modeling	CodeCode Available
Robust Conversational AI with Grounded Text Generation	Sep 7, 2020	Text GenerationWorld Knowledge	—Unverified
Black Box to White Box: Discover Model Characteristics Based on Strategic Probing	Sep 7, 2020	BIG-bench Machine LearningDiversity	—Unverified
SportSett:Basketball - A robust and maintainable dataset for Natural Language Generation	Sep 7, 2020	Text Generation	—Unverified
Neural Language Generation for a Turkish Task-Oriented Dialogue System	Sep 1, 2020	Text Generation	—Unverified
A Survey of Evaluation Metrics Used for NLG Systems	Aug 27, 2020	Image Captioningnlg evaluation	—Unverified
ETC-NLG: End-to-end Topic-Conditioned Natural Language Generation	Aug 25, 2020	AttributeComputational Efficiency	CodeCode Available

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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