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 2776–2800 of 5335 papers

Title	Date	Tasks	Status	Hype
Data-driven emotional body language generation for social robotics	May 2, 2022	AttributeText Generation	CodeCode Available	0
QiuNiu: A Chinese Lyrics Generation System with Passage-Level Input	May 1, 2022	Machine TranslationText Generation	—Unverified	0
Rewarding Semantic Similarity under Optimized Alignments for AMR-to-Text Generation	May 1, 2022	AMR-to-Text GenerationReinforcement Learning (RL)	—Unverified	0
Knowledge-Augmented Methods for Natural Language Processing	May 1, 2022	Text Generation	—Unverified	0
Learning to Rank Visual Stories From Human Ranking Data	May 1, 2022	Learning-To-RankText Generation	CodeCode Available	0
Hybrid Semantics for Goal-Directed Natural Language Generation	May 1, 2022	SentenceText Generation	—Unverified	0
High probability or low information? The probability–quality paradox in language generation	May 1, 2022	Text Generation	—Unverified	0
GLAT: Glancing at Latent Variables for Parallel Text Generation	May 1, 2022	Text Generation	CodeCode Available	1
How Do Seq2Seq Models Perform on End-to-End Data-to-Text Generation?	May 1, 2022	Data-to-Text GenerationText Generation	CodeCode Available	0
Fine-Grained Controllable Text Generation Using Non-Residual Prompting	May 1, 2022	DecoderText Generation	CodeCode Available	1
On Target Representation in Continuous-output Neural Machine Translation	May 1, 2022	Audio GenerationMachine Translation	—Unverified	0
What Makes Good In-Context Examples for GPT-3?	May 1, 2022	In-Context LearningNatural Language Understanding	—Unverified	0
uFACT: Unfaithful Alien-Corpora Training for Semantically Consistent Data-to-Text Generation	May 1, 2022	Data-to-Text GenerationText Generation	—Unverified	0
Debiasing Pre-Trained Language Models via Efficient Fine-Tuning	May 1, 2022	Language ModelingLanguage Modelling	CodeCode Available	0
Controlled Text Generation Using Dictionary Prior in Variational Autoencoders	May 1, 2022	Contrastive LearningLanguage Modeling	—Unverified	0
Hierarchical Recurrent Aggregative Generation for Few-Shot NLG	May 1, 2022	SentenceText Generation	—Unverified	0
BERT 4EVER@LT-EDI-ACL2022-Detecting signs of Depression from Social Media:Detecting Depression in Social Media using Prompt-Learning and Word-Emotion Cluster	May 1, 2022	Prompt Learningtext-classification	—Unverified	0
On Controlling Fallback Responses for Grounded Dialogue Generation	May 1, 2022	Dialogue GenerationInformativeness	—Unverified	0
CaM-Gen: Causally Aware Metric-Guided Text Generation	May 1, 2022	Causal InferenceText Generation	—Unverified	0
Improving Specificity in Review Response Generation with Data-Driven Data Filtering	May 1, 2022	Response GenerationSpecificity	CodeCode Available	0
Learning Reasoning Patterns for Relational Triple Extraction with Mutual Generation of Text and Graph	May 1, 2022	Graph GenerationKnowledge Graphs	—Unverified	0
Plug-and-Play Controller for Story Completion: A Pilot Study toward Emotion-aware Story Writing Assistance	May 1, 2022	Story CompletionText Generation	—Unverified	0
Can Pretrained Language Models Generate Persuasive, Faithful, and Informative Ad Text for Product Descriptions?	May 1, 2022	Text Generation	—Unverified	0
FrugalScore: Learning Cheaper, Lighter and Faster Evaluation Metrics for Automatic Text Generation	May 1, 2022	Text Generation	—Unverified	0
The Pure Poet: How Good is the Subjective Credibility and Stylistic Quality of Literary Short Texts Written with an Artificial Intelligence Tool as Compared to Texts Written by Human Authors?	May 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