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 2101–2125 of 5335 papers

Title	Date	Tasks	Status	Hype
Utility-Probability Duality of Neural Networks	May 24, 2023	Text Generation	—Unverified	0
Language Model Self-improvement by Reinforcement Learning Contemplation	May 23, 2023	Language ModelingLanguage Modelling	—Unverified	0
CGCE: A Chinese Generative Chat Evaluation Benchmark for General and Financial Domains	May 23, 2023	Text Generation	CodeCode Available	3
Advancing Precise Outline-Conditioned Text Generation with Task Duality and Explicit Outline Control	May 23, 2023	SentenceText Generation	—Unverified	0
Process-To-Text: A Framework for the Quantitative Description of Processes in Natural Language	May 23, 2023	DescriptiveText Generation	—Unverified	0
QTSumm: Query-Focused Summarization over Tabular Data	May 23, 2023	Query-focused SummarizationTable-to-Text Generation	CodeCode Available	1
Evaluation of African American Language Bias in Natural Language Generation	May 23, 2023	Text Generation	—Unverified	0
APPLS: Evaluating Evaluation Metrics for Plain Language Summarization	May 23, 2023	InformativenessLanguage Modelling	CodeCode Available	0
Reducing Sensitivity on Speaker Names for Text Generation from Dialogues	May 23, 2023	SensitivityText Generation	CodeCode Available	0
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation	May 23, 2023	FormLanguage Modelling	CodeCode Available	2
INSTRUCTSCORE: Explainable Text Generation Evaluation with Finegrained Feedback	May 23, 2023	DiagnosticText Generation	CodeCode Available	1
DUBLIN -- Document Understanding By Language-Image Network	May 23, 2023	Document Classificationdocument understanding	—Unverified	0
Improving Factuality and Reasoning in Language Models through Multiagent Debate	May 23, 2023	Few-Shot LearningLanguage Modeling	CodeCode Available	2
Cognitive network science reveals bias in GPT-3, ChatGPT, and GPT-4 mirroring math anxiety in high-school students	May 22, 2023	MathText Generation	—Unverified	0
Text Generation with Speech Synthesis for ASR Data Augmentation	May 22, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Syntactic Knowledge via Graph Attention with BERT in Machine Translation	May 22, 2023	Graph AttentionMachine Translation	—Unverified	0
Small Language Models Improve Giants by Rewriting Their Outputs	May 22, 2023	Few-Shot LearningIn-Context Learning	CodeCode Available	1
Look-back Decoding for Open-Ended Text Generation	May 22, 2023	Story GenerationText Generation	CodeCode Available	0
GEST: the Graph of Events in Space and Time as a Common Representation between Vision and Language	May 22, 2023	Graph MatchingText Generation	—Unverified	0
ChatGPT to Replace Crowdsourcing of Paraphrases for Intent Classification: Higher Diversity and Comparable Model Robustness	May 22, 2023	Diversityintent-classification	CodeCode Available	0
Evaluating Factual Consistency of Texts with Semantic Role Labeling	May 22, 2023	Semantic Role LabelingText Generation	CodeCode Available	1
A Frustratingly Simple Decoding Method for Neural Text Generation	May 22, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
MacLaSa: Multi-Aspect Controllable Text Generation via Efficient Sampling from Compact Latent Space	May 22, 2023	AttributeDecoder	CodeCode Available	0
MAGE: Machine-generated Text Detection in the Wild	May 22, 2023	Binary text classificationFace Swapping	CodeCode Available	2
Non-Autoregressive Document-Level Machine Translation	May 22, 2023	Document Level Machine TranslationMachine Translation	CodeCode Available	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