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 3676–3700 of 5335 papers

Title	Date	Tasks	Status	Hype
Dutch Humor Detection by Generating Negative Examples	Oct 26, 2020	Binary ClassificationCommon Sense Reasoning	—Unverified	0
Curious Case of Language Generation Evaluation Metrics: A Cautionary Tale	Oct 26, 2020	Image CaptioningMachine Translation	—Unverified	0
The LMU Munich System for the WMT 2020 Unsupervised Machine Translation Shared Task	Oct 25, 2020	Machine TranslationText Generation	CodeCode Available	0
Multilingual Speech Translation with Efficient Finetuning of Pretrained Models	Oct 24, 2020	Cross-Lingual TransferDecoder	—Unverified	0
NeuroLogic Decoding: (Un)supervised Neural Text Generation with Predicate Logic Constraints	Oct 24, 2020	Conditional Text GenerationText Generation	—Unverified	0
CaM-Gen:Causally-aware Metric-guided Text Generation	Oct 24, 2020	Causal InferenceText Generation	—Unverified	0
GO FIGURE: A Meta Evaluation of Factuality in Summarization	Oct 24, 2020	Common Sense ReasoningDiagnostic	—Unverified	0
Text Editing by Command	Oct 24, 2020	SentenceText Generation	—Unverified	0
Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-training	Oct 23, 2020	Data-to-Text GenerationLanguage Modeling	CodeCode Available	1
Multi-Style Transfer with Discriminative Feedback on Disjoint Corpus	Oct 22, 2020	DecoderLanguage Modelling	—Unverified	0
AI-lead Court Debate Case Investigation	Oct 22, 2020	Question GenerationQuestion-Generation	—Unverified	0
PARENTing via Model-Agnostic Reinforcement Learning to Correct Pathological Behaviors in Data-to-Text Generation	Oct 21, 2020	Data-to-Text Generationreinforcement-learning	CodeCode Available	1
A Simple and Efficient Multi-Task Learning Approach for Conditioned Dialogue Generation	Oct 21, 2020	Dialogue GenerationLanguage Modelling	CodeCode Available	1
Improving Factual Completeness and Consistency of Image-to-Text Radiology Report Generation	Oct 20, 2020	Image to textNatural Language Inference	CodeCode Available	1
CR-Walker: Tree-Structured Graph Reasoning and Dialog Acts for Conversational Recommendation	Oct 20, 2020	Conversational RecommendationRecommendation Systems	CodeCode Available	1
Towards Automatic Online Hate Speech Intervention Generation using Pretrained Language Model	Oct 19, 2020	Dialogue GenerationLanguage Modeling	—Unverified	0
End-to-End Differentiable GANs for Text Generation	Oct 19, 2020	Text Generation	—Unverified	0
Better Distractions: Transformer-based Distractor Generation and Multiple Choice Question Filtering	Oct 19, 2020	Distractor GenerationLanguage Modeling	—Unverified	0
Chart-to-Text: Generating Natural Language Descriptions for Charts by Adapting the Transformer Model	Oct 18, 2020	Data-to-Text GenerationDecoder	CodeCode Available	1
Neural-Driven Multi-criteria Tree Search for Paraphrase Generation	Oct 17, 2020	DiversityParaphrase Generation	—Unverified	0
Incorporate Semantic Structures into Machine Translation Evaluation via UCCA	Oct 17, 2020	Machine TranslationSentence	—Unverified	0
RiSAWOZ: A Large-Scale Multi-Domain Wizard-of-Oz Dataset with Rich Semantic Annotations for Task-Oriented Dialogue Modeling	Oct 17, 2020	Dialogue State TrackingIntent Detection	CodeCode Available	1
Substance over Style: Document-Level Targeted Content Transfer	Oct 16, 2020	Language ModelingLanguage Modelling	CodeCode Available	0
Reflective Decoding: Beyond Unidirectional Generation with Off-the-Shelf Language Models	Oct 16, 2020	Conditional Text GenerationSentence	—Unverified	0
Collaborative Training of GANs in Continuous and Discrete Spaces for Text Generation	Oct 16, 2020	DiversityReinforcement Learning (RL)	—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