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 2476–2500 of 5335 papers

Title	Date	Tasks	Status	Hype
Visual Spatial Description: Controlled Spatial-Oriented Image-to-Text Generation	Oct 20, 2022	DecoderImage Captioning	CodeCode Available	1
Boosting Natural Language Generation from Instructions with Meta-Learning	Oct 20, 2022	Meta-LearningText Generation	—Unverified	0
The University of Edinburgh's Submission to the WMT22 Code-Mixing Shared Task (MixMT)	Oct 20, 2022	Machine TranslationText Generation	—Unverified	0
Image Semantic Relation Generation	Oct 19, 2022	Image RetrievalImage Segmentation	—Unverified	0
Language Detoxification with Attribute-Discriminative Latent Space	Oct 19, 2022	AttributeDialogue Generation	CodeCode Available	0
Entity-to-Text based Data Augmentation for various Named Entity Recognition Tasks	Oct 19, 2022	Data AugmentationDiversity	—Unverified	0
NGEP: A Graph-based Event Planning Framework for Story Generation	Oct 19, 2022	HallucinationStory Generation	CodeCode Available	0
BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining	Oct 19, 2022	Document ClassificationLanguage Modelling	CodeCode Available	4
Self-supervised Graph Masking Pre-training for Graph-to-Text Generation	Oct 19, 2022	DecoderText Generation	CodeCode Available	1
Attribution and Obfuscation of Neural Text Authorship: A Data Mining Perspective	Oct 19, 2022	AttributeAuthorship Attribution	—Unverified	0
A Data-Driven Investigation of Noise-Adaptive Utterance Generation with Linguistic Modification	Oct 19, 2022	Speech SynthesisText Generation	—Unverified	0
DisCup: Discriminator Cooperative Unlikelihood Prompt-tuning for Controllable Text Generation	Oct 18, 2022	AttributeDiversity	CodeCode Available	1
Team Flow at DRC2022: Pipeline System for Travel Destination Recommendation Task in Spoken Dialogue	Oct 18, 2022	Dialogue State TrackingNatural Language Understanding	—Unverified	0
SafeText: A Benchmark for Exploring Physical Safety in Language Models	Oct 18, 2022	Text Generation	—Unverified	0
Table-To-Text generation and pre-training with TabT5	Oct 17, 2022	Data-to-Text GenerationDecoder	—Unverified	0
Social Biases in Automatic Evaluation Metrics for NLG	Oct 17, 2022	SentenceSentence Embeddings	—Unverified	0
Teacher Forcing Recovers Reward Functions for Text Generation	Oct 17, 2022	regressionreinforcement-learning	CodeCode Available	1
DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models	Oct 17, 2022	DiversityText Generation	CodeCode Available	2
RARR: Researching and Revising What Language Models Say, Using Language Models	Oct 17, 2022	Few-Shot LearningLanguage Modeling	CodeCode Available	1
Model Criticism for Long-Form Text Generation	Oct 16, 2022	Formmodel	CodeCode Available	1
Investigating the Robustness of Natural Language Generation from Logical Forms via Counterfactual Samples	Oct 16, 2022	counterfactualLogical Reasoning	CodeCode Available	0
COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation	Oct 14, 2022	counterfactualCounterfactual Inference	—Unverified	0
Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable Survey	Oct 14, 2022	Language ModelingLanguage Modelling	—Unverified	0
PCFG-based Natural Language Interface Improves Generalization for Controlled Text Generation	Oct 14, 2022	AttributeText Generation	CodeCode Available	0
DyLoRA: Parameter Efficient Tuning of Pre-trained Models using Dynamic Search-Free Low-Rank Adaptation	Oct 14, 2022	Natural Language UnderstandingText Generation	CodeCode Available	4

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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