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 1751–1775 of 5335 papers

Title	Date	Tasks	Status	Hype
RegaVAE: A Retrieval-Augmented Gaussian Mixture Variational Auto-Encoder for Language Modeling	Oct 16, 2023	HallucinationLanguage Modeling	CodeCode Available	1
DemoSG: Demonstration-enhanced Schema-guided Generation for Low-resource Event Extraction	Oct 16, 2023	Domain AdaptationEvent Extraction	—Unverified	0
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
Efficient Model-Agnostic Multi-Group Equivariant Networks	Oct 14, 2023	Fairnessimage-classification	—Unverified	0
One-Shot Sensitivity-Aware Mixed Sparsity Pruning for Large Language Models	Oct 14, 2023	QuantizationSensitivity	CodeCode Available	0
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
Dont Add, dont Miss: Effective Content Preserving Generation from Pre-Selected Text Spans	Oct 13, 2023	Text Generation	CodeCode Available	0
EasyGen: Easing Multimodal Generation with BiDiffuser and LLMs	Oct 13, 2023	Image Generationmultimodal generation	CodeCode Available	1
The Consensus Game: Language Model Generation via Equilibrium Search	Oct 13, 2023	Language ModelingLanguage Modelling	—Unverified	0
Evaluating The Effectiveness of Capsule Neural Network in Toxic Comment Classification using Pre-trained BERT Embeddings	Oct 12, 2023	Multilingual NLPNatural Language Understanding	CodeCode Available	0
EIPE-text: Evaluation-Guided Iterative Plan Extraction for Long-Form Narrative Text Generation	Oct 12, 2023	FormIn-Context Learning	—Unverified	0
LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language Models	Oct 12, 2023	Natural Language UnderstandingQuantization	CodeCode Available	2
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language Models	Oct 12, 2023	Answer GenerationHallucination	CodeCode Available	0
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic Enhancement	Oct 12, 2023	Contrastive LearningData Augmentation	CodeCode Available	1
Ziya-Visual: Bilingual Large Vision-Language Model via Multi-Task Instruction Tuning	Oct 12, 2023	Image CaptioningImage-text Retrieval	—Unverified	0
OpenLEAF: Open-Domain Interleaved Image-Text Generation and Evaluation	Oct 11, 2023	Question AnsweringText Generation	—Unverified	0
Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented Models	Oct 11, 2023	RetrievalText Generation	CodeCode Available	1
Guided Attention for Interpretable Motion Captioning	Oct 11, 2023	Action LocalizationMotion Captioning	CodeCode Available	0
The Temporal Structure of Language Processing in the Human Brain Corresponds to The Layered Hierarchy of Deep Language Models	Oct 11, 2023	Text Generation	—Unverified	0
MatChat: A Large Language Model and Application Service Platform for Materials Science	Oct 11, 2023	Language ModelingLanguage Modelling	—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