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 2701–2725 of 5335 papers

Title	Date	Tasks	Status
Trade-Offs Between Fairness and Privacy in Language Modeling	May 24, 2023	Bias DetectionFairness	CodeCode Available
Evaluation of African American Language Bias in Natural Language Generation	May 23, 2023	Text Generation	—Unverified
Advancing Precise Outline-Conditioned Text Generation with Task Duality and Explicit Outline Control	May 23, 2023	SentenceText Generation	—Unverified
Process-To-Text: A Framework for the Quantitative Description of Processes in Natural Language	May 23, 2023	DescriptiveText Generation	—Unverified
APPLS: Evaluating Evaluation Metrics for Plain Language Summarization	May 23, 2023	InformativenessLanguage Modelling	CodeCode Available
Reducing Sensitivity on Speaker Names for Text Generation from Dialogues	May 23, 2023	SensitivityText Generation	CodeCode Available
DUBLIN -- Document Understanding By Language-Image Network	May 23, 2023	Document Classificationdocument understanding	—Unverified
Language Model Self-improvement by Reinforcement Learning Contemplation	May 23, 2023	Language ModelingLanguage Modelling	—Unverified
GEST: the Graph of Events in Space and Time as a Common Representation between Vision and Language	May 22, 2023	Graph MatchingText Generation	—Unverified
Cognitive network science reveals bias in GPT-3, ChatGPT, and GPT-4 mirroring math anxiety in high-school students	May 22, 2023	MathText Generation	—Unverified
ChatGPT to Replace Crowdsourcing of Paraphrases for Intent Classification: Higher Diversity and Comparable Model Robustness	May 22, 2023	Diversityintent-classification	CodeCode Available
Syntactic Knowledge via Graph Attention with BERT in Machine Translation	May 22, 2023	Graph AttentionMachine Translation	—Unverified
Look-back Decoding for Open-Ended Text Generation	May 22, 2023	Story GenerationText Generation	CodeCode Available
MacLaSa: Multi-Aspect Controllable Text Generation via Efficient Sampling from Compact Latent Space	May 22, 2023	AttributeDecoder	CodeCode Available
Non-Autoregressive Document-Level Machine Translation	May 22, 2023	Document Level Machine TranslationMachine Translation	CodeCode Available
Text Generation with Speech Synthesis for ASR Data Augmentation	May 22, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Pruning Pre-trained Language Models with Principled Importance and Self-regularization	May 21, 2023	Data-to-Text Generationnamed-entity-recognition	CodeCode Available
DiffCap: Exploring Continuous Diffusion on Image Captioning	May 20, 2023	Caption GenerationDiversity	—Unverified
ReTAG: Reasoning Aware Table to Analytic Text Generation	May 19, 2023	Data-to-Text GenerationDescriptive	—Unverified
What Comes Next? Evaluating Uncertainty in Neural Text Generators Against Human Production Variability	May 19, 2023	Text Generation	CodeCode Available
DiffuSIA: A Spiral Interaction Architecture for Encoder-Decoder Text Diffusion	May 19, 2023	Conditional Text GenerationDecoder	—Unverified
Collaborative Generative AI: Integrating GPT-k for Efficient Editing in Text-to-Image Generation	May 18, 2023	Image GenerationText Generation	—Unverified
Exploiting Biased Models to De-bias Text: A Gender-Fair Rewriting Model	May 18, 2023	FairnessMachine Translation	CodeCode Available
AIwriting: Relations Between Image Generation and Digital Writing	May 18, 2023	Image GenerationText Generation	—Unverified
Diffusion Language Models Generation Can Be Halted Early	May 18, 2023	Language ModellingText Generation	—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