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 2601–2625 of 5335 papers

Title	Date	Tasks	Status	Hype
The Glass Ceiling of Automatic Evaluation in Natural Language Generation	Aug 31, 2022	Text Generation	—Unverified	0
StoryTrans: Non-Parallel Story Author-Style Transfer with Discourse Representations and Content Enhancing	Aug 29, 2022	SentenceStyle Transfer	CodeCode Available	1
On Unsupervised Training of Link Grammar Based Language Models	Aug 27, 2022	Language ModelingLanguage Modelling	—Unverified	0
Nearest Neighbor Non-autoregressive Text Generation	Aug 26, 2022	DecoderMachine Translation	—Unverified	0
Few-Shot Table-to-Text Generation with Prefix-Controlled Generator	Aug 23, 2022	Table-to-Text GenerationText Generation	—Unverified	0
GenTUS: Simulating User Behaviour and Language in Task-oriented Dialogues with Generative Transformers	Aug 23, 2022	DecoderLanguage Modelling	—Unverified	0
Z-Code++: A Pre-trained Language Model Optimized for Abstractive Summarization	Aug 21, 2022	Abstractive Text SummarizationDecoder	CodeCode Available	4
Diverse Video Captioning by Adaptive Spatio-temporal Attention	Aug 19, 2022	DecoderDiversity	CodeCode Available	0
Beyond Text Generation: Supporting Writers with Continuous Automatic Text Summaries	Aug 19, 2022	Text GenerationText Summarization	—Unverified	0
MulZDG: Multilingual Code-Switching Framework for Zero-shot Dialogue Generation	Aug 18, 2022	Data AugmentationDialogue Generation	CodeCode Available	0
Coherent Visual Storytelling via Parallel Top-Down Visual and Topic Attention	Aug 17, 2022	DiversitySentence	—Unverified	0
Performance Optimization for Semantic Communications: An Attention-based Reinforcement Learning Approach	Aug 17, 2022	reinforcement-learningReinforcement Learning (RL)	—Unverified	0
ProjB: An Improved Bilinear Biased ProjE model for Knowledge Graph Completion	Aug 15, 2022	Graph EmbeddingKnowledge Graph Completion	—Unverified	0
MENLI: Robust Evaluation Metrics from Natural Language Inference	Aug 15, 2022	Adversarial AttackAdversarial Robustness	CodeCode Available	1
Efficient Task-Oriented Dialogue Systems with Response Selection as an Auxiliary Task	Aug 15, 2022	Task-Oriented Dialogue SystemsText Generation	CodeCode Available	1
Domain-Specific Text Generation for Machine Translation	Aug 11, 2022	Data AugmentationDomain Adaptation	CodeCode Available	1
A Comprehensive Survey of Natural Language Generation Advances from the Perspective of Digital Deception	Aug 11, 2022	MisinformationText Generation	—Unverified	0
High Recall Data-to-text Generation with Progressive Edit	Aug 9, 2022	Data-to-Text GenerationSentence	—Unverified	0
Abstractive Meeting Summarization: A Survey	Aug 8, 2022	Abstractive Dialogue SummarizationAbstractive Text Summarization	CodeCode Available	1
DeepGen: Diverse Search Ad Generation and Real-Time Customization	Aug 6, 2022	DiversityText Generation	—Unverified	0
SMART: Sentences as Basic Units for Text Evaluation	Aug 1, 2022	SentenceText Generation	—Unverified	0
Neural Knowledge Bank for Pretrained Transformers	Jul 31, 2022	Language ModelingLanguage Modelling	—Unverified	0
Sequence to sequence pretraining for a less-resourced Slovenian language	Jul 28, 2022	Language ModelingLanguage Modelling	CodeCode Available	0
LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text Injection	Jul 26, 2022	DecoderKnowledge Graphs	CodeCode Available	1
Innovations in Neural Data-to-text Generation: A Survey	Jul 25, 2022	Data-to-Text GenerationFairness	—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 (sample)	BLEU-1	34.4	—	Unverified
2	Beam search + A*esque (beam)	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