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 451–475 of 5335 papers

Title	Date	Tasks	Status	Hype
SEMQA: Semi-Extractive Multi-Source Question Answering	Nov 8, 2023	AttributeLong Form Question Answering	CodeCode Available	1
Which is better? Exploring Prompting Strategy For LLM-based Metrics	Nov 7, 2023	Text Generation	CodeCode Available	1
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models	Nov 1, 2023	Clinical KnowledgeDiversity	CodeCode Available	1
HWD: A Novel Evaluation Score for Styled Handwritten Text Generation	Oct 31, 2023	Image GenerationPerceptual Distance	CodeCode Available	1
The Eval4NLP 2023 Shared Task on Prompting Large Language Models as Explainable Metrics	Oct 30, 2023	Machine TranslationText Generation	CodeCode Available	1
LitCab: Lightweight Language Model Calibration over Short- and Long-form Responses	Oct 30, 2023	FormLanguage Modeling	CodeCode Available	1
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLM	Oct 23, 2023	DecoderText Generation	CodeCode Available	1
Text generation for dataset augmentation in security classification tasks	Oct 22, 2023	Data AugmentationFraud Detection	CodeCode Available	1
Towards Understanding Sycophancy in Language Models	Oct 20, 2023	Text Generation	CodeCode Available	1
Automatic Unit Test Data Generation and Actor-Critic Reinforcement Learning for Code Synthesis	Oct 20, 2023	Code GenerationLanguage Modelling	CodeCode Available	1
Improving Question Generation with Multi-level Content Planning	Oct 20, 2023	Answer GenerationQuestion Generation	CodeCode Available	1
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter	Oct 19, 2023	Contrastive LearningIUPAC Name Prediction	CodeCode Available	1
NameGuess: Column Name Expansion for Tabular Data	Oct 19, 2023	Text Generation	CodeCode Available	1
Knowledge-Augmented Language Model Verification	Oct 19, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
Zero-shot Faithfulness Evaluation for Text Summarization with Foundation Language Model	Oct 18, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
RegaVAE: A Retrieval-Augmented Gaussian Mixture Variational Auto-Encoder for Language Modeling	Oct 16, 2023	HallucinationLanguage Modeling	CodeCode Available	1
Generating Summaries with Controllable Readability Levels	Oct 16, 2023	Lay SummarizationNews Summarization	CodeCode Available	1
Motion2Language, unsupervised learning of synchronized semantic motion segmentation	Oct 16, 2023	Motion CaptioningMotion Segmentation	CodeCode Available	1
Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs	Oct 15, 2023	Few-Shot LearningGraph Learning	CodeCode Available	1
Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language Models	Oct 15, 2023	CPUGPU	CodeCode Available	1
VLIS: Unimodal Language Models Guide Multimodal Language Generation	Oct 15, 2023	Caption GenerationExplanation Generation	CodeCode Available	1
Reward-Augmented Decoding: Efficient Controlled Text Generation With a Unidirectional Reward Model	Oct 14, 2023	AttributeLanguage Modeling	CodeCode Available	1
EasyGen: Easing Multimodal Generation with BiDiffuser and LLMs	Oct 13, 2023	Image Generationmultimodal generation	CodeCode Available	1
Improving Large Language Models in Event Relation Logical Prediction	Oct 13, 2023	counterfactualEvent Relation Extraction	CodeCode Available	1
KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination Detection	Oct 13, 2023	Abstractive Text SummarizationHallucination	CodeCode Available	1

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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 (sample)	BLEU-1	34.4	—	Unverified
2	Beam search + A*esque (beam)	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