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 2676–2700 of 5335 papers

Title	Date	Tasks	Status	Hype
Collocation2Text: Controllable Text Generation from Guide Phrases in Russian	Jun 18, 2022	ArticlesText Generation	—Unverified	0
niksss at HinglishEval: Language-agnostic BERT-based Contextual Embeddings with Catboost for Quality Evaluation of the Low-Resource Synthetically Generated Code-Mixed Hinglish Text	Jun 17, 2022	PredictionSentence	CodeCode Available	0
DIALOG-22 RuATD Generated Text Detection	Jun 16, 2022	Binary ClassificationClassification	CodeCode Available	0
Interpretable AMR-Based Question Decomposition for Multi-hop Question Answering	Jun 16, 2022	Abstract Meaning RepresentationAMR-to-Text Generation	—Unverified	0
Write and Paint: Generative Vision-Language Models are Unified Modal Learners	Jun 15, 2022	Image GenerationImage to text	CodeCode Available	1
Text Generation with Text-Editing Models	Jun 14, 2022	Grammatical Error CorrectionHallucination	—Unverified	0
An Exploration of Post-Editing Effectiveness in Text Summarization	Jun 13, 2022	Machine TranslationText Generation	—Unverified	0
On the Learning of Non-Autoregressive Transformers	Jun 13, 2022	Text Generation	—Unverified	0
Grounding in social media: An approach to building a chit-chat dialogue model	Jun 12, 2022	Dialogue GenerationText Generation	—Unverified	0
Why is constrained neural language generation particularly challenging?	Jun 11, 2022	Text Generation	—Unverified	0
Bridging the Gap Between Training and Inference of Bayesian Controllable Language Models	Jun 11, 2022	AttributeText Generation	—Unverified	0
Factuality Enhanced Language Models for Open-Ended Text Generation	Jun 9, 2022	MisconceptionsSentence	CodeCode Available	5
The Case for a Single Model that can Both Generate Continuations and Fill in the Blank	Jun 9, 2022	PositionText Generation	—Unverified	0
Proactively Reducing the Hate Intensity of Online Posts via Hate Speech Normalization	Jun 8, 2022	Hate Intensity PredictionHate Span Identification	CodeCode Available	1
LegoNN: Building Modular Encoder-Decoder Models	Jun 7, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
A Benchmark for Federated Hetero-Task Learning	Jun 7, 2022	Federated LearningMeta-Learning	—Unverified	0
Enhancing Dual-Encoders with Question and Answer Cross-Embeddings for Answer Retrieval	Jun 7, 2022	Question AnsweringRepresentation Learning	—Unverified	0
Curriculum-Based Self-Training Makes Better Few-Shot Learners for Data-to-Text Generation	Jun 6, 2022	Data-to-Text GenerationText Generation	CodeCode Available	0
Learning to Break the Loop: Analyzing and Mitigating Repetitions for Neural Text Generation	Jun 6, 2022	SentenceText Generation	CodeCode Available	1
Offline RL for Natural Language Generation with Implicit Language Q Learning	Jun 5, 2022	Language ModellingOffline RL	CodeCode Available	2
Understanding EFL Student Idea Generation Strategies for Creative Writing with NLG Tools	Jun 4, 2022	Text Generation	—Unverified	0
Automatic Generation of Programming Exercises and Code Explanations using Large Language Models	Jun 3, 2022	Language ModelingLanguage Modelling	—Unverified	0
Beyond Opinion Mining: Summarizing Opinions of Customer Reviews	Jun 3, 2022	Opinion MiningOpinion Summarization	CodeCode Available	1
Disentangled Generation Network for Enlarged License Plate Recognition and A Unified Dataset	Jun 2, 2022	DisentanglementDiversity	—Unverified	0
Handling Idioms in Symbolic Multilingual Natural Language Generation	Jun 1, 2022	Text Generation	—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