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 2326–2350 of 5335 papers

Title	Date	Tasks	Status	Hype
ExClaim: Explainable Neural Claim Verification Using Rationalization	Jan 21, 2023	Claim VerificationDecision Making	CodeCode Available	0
Investigating Strategies for Clause Recommendation	Jan 21, 2023	Text Generation	CodeCode Available	0
MTTN: Multi-Pair Text to Text Narratives for Prompt Generation	Jan 21, 2023	Text2text GenerationText Generation	CodeCode Available	1
Regeneration Learning: A Learning Paradigm for Data Generation	Jan 21, 2023	Image GenerationRepresentation Learning	—Unverified	0
Blacks is to Anger as Whites is to Joy? Understanding Latent Affective Bias in Large Pre-trained Neural Language Models	Jan 21, 2023	Self-Supervised LearningText Generation	CodeCode Available	0
Rationalization for Explainable NLP: A Survey	Jan 21, 2023	Explainable Artificial Intelligence (XAI)Question Answering	—Unverified	0
Visual Writing Prompts: Character-Grounded Story Generation with Curated Image Sequences	Jan 20, 2023	Coherence EvaluationGrounded language learning	—Unverified	0
UserSimCRS: A User Simulation Toolkit for Evaluating Conversational Recommender Systems	Jan 13, 2023	Recommendation SystemsText Generation	CodeCode Available	1
Universal Multimodal Representation for Language Understanding	Jan 9, 2023	Machine TranslationNatural Language Inference	—Unverified	0
Graph-based Keyword Planning for Legal Clause Generation from Topics	Jan 7, 2023	Text Generation	CodeCode Available	0
Sequentially Controlled Text Generation	Jan 5, 2023	Text Generation	—Unverified	0
Adaptively Clustering Neighbor Elements for Image-Text Generation	Jan 5, 2023	ClusteringDecoder	CodeCode Available	0
Towards Table-to-Text Generation with Pretrained Language Model: A Table Structure Understanding and Text Deliberating Approach	Jan 5, 2023	DecoderDescriptive	CodeCode Available	0
AutoAD II: The Sequel - Who, When, and What in Movie Audio Description	Jan 1, 2023	Language ModellingText Generation	—Unverified	0
Fusing Pre-Trained Language Models With Multimodal Prompts Through Reinforcement Learning	Jan 1, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
eVAE: Evolutionary Variational Autoencoder	Jan 1, 2023	DisentanglementImage Generation	CodeCode Available	2
TegFormer: Topic-to-Essay Generation with Good Topic Coverage and High Text Coherence	Dec 27, 2022	DecoderLanguage Modelling	—Unverified	0
TextBox 2.0: A Text Generation Library with Pre-trained Language Models	Dec 26, 2022	Abstractive Text SummarizationData-to-Text Generation	CodeCode Available	3
On Realization of Intelligent Decision-Making in the Real World: A Foundation Decision Model Perspective	Dec 24, 2022	Decision MakingImage Captioning	CodeCode Available	1
Avicenna: a challenge dataset for natural language generation toward commonsense syllogistic reasoning	Dec 24, 2022	SentenceText Generation	CodeCode Available	0
CinPatent: Datasets for Patent Classification	Dec 23, 2022	ClassificationMulti Label Text Classification	—Unverified	0
Do DALL-E and Flamingo Understand Each Other?	Dec 23, 2022	Image CaptioningImage Generation	—Unverified	0
Text Generation with Diffusion Language Models: A Pre-training Approach with Continuous Paragraph Denoise	Dec 22, 2022	DecoderDenoising	—Unverified	0
Commentary Generation from Data Records of Multiplayer Strategy Esports Game	Dec 21, 2022	Data-to-Text GenerationDecoder	CodeCode Available	0
How Does Beam Search improve Span-Level Confidence Estimation in Generative Sequence Labeling?	Dec 21, 2022	slot-fillingSlot Filling	—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