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 1326–1350 of 5335 papers

Title	Date	Tasks	Status	Score
Adversarial Ranking for Language Generation	May 31, 2017	Generative Adversarial NetworkText Generation	CodeCode Available	5
Investigating Linguistic Pattern Ordering in Hierarchical Natural Language Generation	Sep 19, 2018	DecoderSentence	CodeCode Available	5
Investigating Metric Diversity for Evaluating Long Document Summarisation	Oct 1, 2022	DiversityText Generation	CodeCode Available	5
Interpretable Charge Predictions for Criminal Cases: Learning to Generate Court Views from Fact Descriptions	Feb 23, 2018	Text Generation	CodeCode Available	5
In Tree Structure Should Sentence Be Generated	Jun 20, 2024	SentenceText Generation	CodeCode Available	5
BiBL: AMR Parsing and Generation with Bidirectional Bayesian Learning	Oct 1, 2022	Abstract Meaning RepresentationAMR Parsing	CodeCode Available	5
Annotating FrameNet via Structure-Conditioned Language Generation	Jun 7, 2024	Data AugmentationSemantic Role Labeling	CodeCode Available	5
Adversarial Mutual Information for Text Generation	Jun 30, 2020	Text Generation	CodeCode Available	5
BA-LoRA: Bias-Alleviating Low-Rank Adaptation to Mitigate Catastrophic Inheritance in Large Language Models	Aug 8, 2024	DiversityNatural Language Understanding	CodeCode Available	5
Integrate the Essence and Eliminate the Dross: Fine-Grained Self-Consistency for Free-Form Language Generation	Jul 2, 2024	Code GenerationForm	CodeCode Available	5
INSET: Sentence Infilling with INter-SEntential Transformer	Nov 10, 2019	Natural Language UnderstandingSentence	CodeCode Available	5
Inspiration through Observation: Demonstrating the Influence of Automatically Generated Text on Creative Writing	Jul 8, 2021	Language ModellingSentence	CodeCode Available	5
Improving Quality and Efficiency in Plan-based Neural Data-to-Text Generation	Sep 22, 2019	Data-to-Text GenerationReferring Expression	CodeCode Available	5
In-sample Curriculum Learning by Sequence Completion for Natural Language Generation	Nov 21, 2022	Text Generation	CodeCode Available	5
Integrating A.I. in Higher Education: Protocol for a Pilot Study with 'SAMCares: An Adaptive Learning Hub'	May 1, 2024	Information RetrievalLanguage Modelling	CodeCode Available	5
Investigating Strategies for Clause Recommendation	Jan 21, 2023	Text Generation	CodeCode Available	5
Beyond Single Concept Vector: Modeling Concept Subspace in LLMs with Gaussian Distribution	Sep 30, 2024	Text Generation	CodeCode Available	5
An Invariant Learning Characterization of Controlled Text Generation	May 31, 2023	AttributeLanguage Modeling	CodeCode Available	5
Inherent Biases in Reference based Evaluation for Grammatical Error Correction and Text Simplification	Apr 30, 2018	Grammatical Error CorrectionSentence	CodeCode Available	5
InfoDiffusion: Information Entropy Aware Diffusion Process for Non-Autoregressive Text Generation	Oct 18, 2023	Diversitynamed-entity-recognition	CodeCode Available	5
Adversarial Feature Matching for Text Generation	Jun 12, 2017	Generative Adversarial NetworkText Generation	CodeCode Available	5
Inherent Biases in Reference-based Evaluation for Grammatical Error Correction	Jul 1, 2018	Grammatical Error CorrectionSentence	CodeCode Available	5
Incremental Beam Manipulation for Natural Language Generation	Feb 4, 2021	RerankingText Generation	CodeCode Available	5
In-Context Learning for Preserving Patient Privacy: A Framework for Synthesizing Realistic Patient Portal Messages	Nov 10, 2024	De-identificationIn-Context Learning	CodeCode Available	5
Beyond Factual Accuracy: Evaluating Coverage of Diverse Factual Information in Long-form Text Generation	Jan 7, 2025	DiversityForm	CodeCode Available	5

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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