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 2876–2900 of 5335 papers

Title	Date	Tasks	Status
Paraphrase Identification with Deep Learning: A Review of Datasets and Methods	Dec 13, 2022	Paraphrase IdentificationText Generation	—Unverified
ScanEnts3D: Exploiting Phrase-to-3D-Object Correspondences for Improved Visio-Linguistic Models in 3D Scenes	Dec 12, 2022	SentenceText Generation	—Unverified
Collaborating Heterogeneous Natural Language Processing Tasks via Federated Learning	Dec 12, 2022	Federated LearningNatural Language Understanding	—Unverified
The Turing Deception	Dec 9, 2022	Question AnsweringText Generation	—Unverified
Plug-and-Play Recipe Generation with Content Planning	Dec 9, 2022	Recipe GenerationSentence	—Unverified
Momentum Calibration for Text Generation	Dec 8, 2022	Abstractive Text SummarizationText Generation	—Unverified
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief Review	Dec 7, 2022	Text Generation	—Unverified
Memorization of Named Entities in Fine-tuned BERT Models	Dec 7, 2022	MemorizationPrivacy Preserving	CodeCode Available
Modern French Poetry Generation with RoBERTa and GPT-2	Dec 6, 2022	DecoderNatural Language Understanding	—Unverified
Style transfer and classification in hebrew news items	Dec 6, 2022	ArticlesClassification	—Unverified
Improved Beam Search for Hallucination Mitigation in Abstractive Summarization	Dec 6, 2022	Abstractive Text SummarizationDiversity	—Unverified
Controlled Text Generation using T5 based Encoder-Decoder Soft Prompt Tuning and Analysis of the Utility of Generated Text in AI	Dec 6, 2022	DecoderText Generation	—Unverified
Template-based Recruitment Email Generation For Job Recommendation	Dec 6, 2022	Text Generation	—Unverified
Grounded Keys-to-Text Generation: Towards Factual Open-Ended Generation	Dec 4, 2022	Data-to-Text GenerationText Generation	—Unverified
Towards Robust NLG Bias Evaluation with Syntactically-diverse Prompts	Dec 3, 2022	FairnessText Generation	CodeCode Available
CliMedBERT: A Pre-trained Language Model for Climate and Health-related Text	Dec 1, 2022	Fact CheckingLanguage Modeling	—Unverified
Soft Alignment Objectives for Robust Adaptation of Language Generation	Nov 29, 2022	Domain AdaptationMachine Translation	CodeCode Available
Controlled Language Generation for Language Learning Items	Nov 28, 2022	Text Generation	CodeCode Available
Understanding BLOOM: An empirical study on diverse NLP tasks	Nov 27, 2022	DecoderFew-Shot Text Classification	—Unverified
Lexical Complexity Controlled Sentence Generation	Nov 26, 2022	SentenceText Generation	—Unverified
Look, Read and Ask: Learning to Ask Questions by Reading Text in Images	Nov 23, 2022	Optical Character Recognition (OCR)Question Answering	—Unverified
Retrieval-Augmented Multimodal Language Modeling	Nov 22, 2022	Caption GenerationImage Captioning	—Unverified
Best-k Search Algorithm for Neural Text Generation	Nov 22, 2022	DiversityQuestion Generation	—Unverified
Linear Interpolation In Parameter Space is Good Enough for Fine-Tuned Language Models	Nov 22, 2022	AttributeText Generation	—Unverified
In-sample Curriculum Learning by Sequence Completion for Natural Language Generation	Nov 21, 2022	Text Generation	CodeCode Available

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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