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

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Showing 3426–3450 of 5335 papers

Title	Date	Tasks	Status
Can Language Models Take A Hint? Prompting for Controllable Contextualized Commonsense Inference	Oct 16, 2021	Data AugmentationText Generation	—Unverified
Attention as Grounding: Exploring Textual and Cross-Modal Attention on Entities and Relations in Language-and-Vision Transformer	Oct 16, 2021	Text GenerationVisual Grounding	—Unverified
Attending to Visual Differences for Situated Language Generation in Changing Scenes	Oct 16, 2021	Text Generation	—Unverified
Emotion Style Transfer with a Specified Intensity Using Deep Reinforcement Learning	Oct 16, 2021	Deep Reinforcement LearningDiversity	—Unverified
How Well Do You Know Your Audience? Toward Socially-aware Question Generation	Oct 16, 2021	Question GenerationQuestion-Generation	—Unverified
End-to-End Segmentation-based News Summarization	Oct 15, 2021	ArticlesNews Summarization	—Unverified
Jurassic is (almost) All You Need: Few-Shot Meaning-to-Text Generation for Open-Domain Dialogue	Oct 15, 2021	AllHallucination	—Unverified
RecInDial: A Unified Framework for Conversational Recommendation with Pretrained Language Models	Oct 14, 2021	Conversational RecommendationDialogue Generation	—Unverified
Plug-Tagger: A Pluggable Sequence Labeling Framework Using Language Models	Oct 14, 2021	Language ModellingText Generation	—Unverified
Rethinking Self-Supervision Objectives for Generalizable Coherence Modeling	Oct 14, 2021	Coherence EvaluationContrastive Learning	—Unverified
Hindsight: Posterior-guided training of retrievers for improved open-ended generation	Oct 14, 2021	Text Generation	—Unverified
Bag-of-Vectors Autoencoders for Unsupervised Conditional Text Generation	Oct 13, 2021	Conditional Text GenerationSentence Summarization	—Unverified
CLIP4Caption: CLIP for Video Caption	Oct 13, 2021	DecoderSentence	—Unverified
Federated Natural Language Generation for Personalized Dialogue System	Oct 13, 2021	Text Generation	—Unverified
Småprat: DialoGPT for Natural Language Generation of Swedish Dialogue by Transfer Learning	Oct 12, 2021	ChatbotLanguage Modeling	—Unverified
A Comparative Study on Non-Autoregressive Modelings for Speech-to-Text Generation	Oct 11, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
VieSum: How Robust Are Transformer-based Models on Vietnamese Summarization?	Oct 8, 2021	Abstractive Text SummarizationDecoder	—Unverified
On the Latent Holes of VAEs for Text Generation	Oct 7, 2021	DecoderText Generation	—Unverified
Cut the CARP: Fishing for zero-shot story evaluation	Oct 6, 2021	Contrastive LearningLanguage Modeling	—Unverified
Exploring Conditional Text Generation for Aspect-Based Sentiment Analysis	Oct 5, 2021	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available
Simulated annealing for optimization of graphs and sequences	Oct 1, 2021	Paraphrase GenerationText Generation	—Unverified
Ensembles and Cocktails: Robust Finetuning for Natural Language Generation	Sep 29, 2021	Language ModellingText Generation	—Unverified
OUMG: Objective and Universal Metric for Text Generation with Guiding Ability	Sep 29, 2021	SentenceStory Generation	—Unverified
On Reward Maximization and Distribution Matching for Fine-Tuning Language Models	Sep 29, 2021	Language ModellingReinforcement Learning (RL)	—Unverified
Not-so fine-tuning: Measures of Common Sense for Language Models	Sep 29, 2021	Common Sense ReasoningGPU	—Unverified

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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