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 2301–2325 of 5335 papers

Title	Date	Tasks	Status	Hype
A Large-Scale Multilingual Study of Visual Constraints on Linguistic Selection of Descriptions	Feb 9, 2023	Text Generation	—Unverified	0
Few-Shot Table-to-Text Generation with Prompt Planning and Knowledge Memorization	Feb 9, 2023	MemorizationTable-to-Text Generation	—Unverified	0
Bag of Tricks for Training Data Extraction from Language Models	Feb 9, 2023	Text Generation	CodeCode Available	1
Re-ViLM: Retrieval-Augmented Visual Language Model for Zero and Few-Shot Image Captioning	Feb 9, 2023	Few-Shot LearningImage Captioning	—Unverified	0
Black Box Adversarial Prompting for Foundation Models	Feb 8, 2023	Text Generation	CodeCode Available	1
Controlling Personality Style in Dialogue with Zero-Shot Prompt-Based Learning	Feb 8, 2023	In-Context LearningStyle Transfer	—Unverified	0
EvoText: Enhancing Natural Language Generation Models via Self-Escalation Learning for Up-to-Date Knowledge and Improved Performance	Feb 8, 2023	Language ModelingLanguage Modelling	—Unverified	0
GPTScore: Evaluate as You Desire	Feb 8, 2023	Text Generation	CodeCode Available	2
What Matters In The Structured Pruning of Generative Language Models?	Feb 7, 2023	Text Generation	CodeCode Available	2
Protecting Language Generation Models via Invisible Watermarking	Feb 6, 2023	Model extractionText Generation	CodeCode Available	1
LoFT: Enhancing Faithfulness and Diversity for Table-to-Text Generation via Logic Form Control	Feb 6, 2023	DiversityForm	CodeCode Available	1
Unleashing the True Potential of Sequence-to-Sequence Models for Sequence Tagging and Structure Parsing	Feb 5, 2023	Dependency Parsingnamed-entity-recognition	CodeCode Available	1
Nationality Bias in Text Generation	Feb 5, 2023	Text Generation	—Unverified	0
The Science of Detecting LLM-Generated Texts	Feb 4, 2023	LLM-generated Text DetectionMisinformation	—Unverified	0
Dynamic Scheduled Sampling with Imitation Loss for Neural Text Generation	Jan 31, 2023	DecoderMachine Translation	—Unverified	0
In-Context Retrieval-Augmented Language Models	Jan 31, 2023	Language ModelingLanguage Modelling	CodeCode Available	2
Execution-based Code Generation using Deep Reinforcement Learning	Jan 31, 2023	Code CompletionCode Generation	CodeCode Available	1
Grounding Language Models to Images for Multimodal Inputs and Outputs	Jan 31, 2023	Image RetrievalIn-Context Learning	CodeCode Available	2
Adaptive Machine Translation with Large Language Models	Jan 30, 2023	DecoderDomain Adaptation	CodeCode Available	1
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models	Jan 30, 2023	Generative Visual Question AnsweringImage Captioning	CodeCode Available	4
Input Perturbation Reduces Exposure Bias in Diffusion Models	Jan 27, 2023	DenoisingImage Generation	CodeCode Available	1
Semi-Parametric Video-Grounded Text Generation	Jan 27, 2023	Language ModelingLanguage Modelling	—Unverified	0
One Model for All Domains: Collaborative Domain-Prefix Tuning for Cross-Domain NER	Jan 25, 2023	AllNamed Entity Recognition (NER)	CodeCode Available	0
Audience-Centric Natural Language Generation via Style Infusion	Jan 24, 2023	PersuasivenessStyle Transfer	CodeCode Available	0
Semantic-aware Contrastive Learning for Electroencephalography-to-Text Generation with Curriculum Learning	Jan 23, 2023	Contrastive LearningEEG	—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