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 751–775 of 5335 papers

Title	Date	Tasks	Status	Hype
Data Generation for Post-OCR correction of Cyrillic handwriting	Nov 27, 2023	Handwriting generationHandwritten Text Recognition	CodeCode Available	1
Data-to-Text Bilingual Generation	Nov 24, 2023	Text Generation	CodeCode Available	1
Latent Predictor Networks for Code Generation	Mar 22, 2016	Card GamesCode Generation	CodeCode Available	1
Coherence boosting: When your pretrained language model is not paying enough attention	Oct 15, 2021	Language ModelingLanguage Modelling	CodeCode Available	1
Polynomial, trigonometric, and tropical activations	Feb 3, 2025	image-classificationImage Classification	CodeCode Available	1
Learning Compact Metrics for MT	Oct 12, 2021	Cross-Lingual TransferLanguage Modeling	CodeCode Available	1
Learning Grounded Vision-Language Representation for Versatile Understanding in Untrimmed Videos	Mar 11, 2023	Dense Video CaptioningNatural Language Moment Retrieval	CodeCode Available	1
Learning Latent Space Energy-Based Prior Model	Jun 15, 2020	Anomaly Detectionmodel	CodeCode Available	1
DART: Open-Domain Structured Data Record to Text Generation	Jul 6, 2020	Domain GeneralizationSemantic Parsing	CodeCode Available	1
Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language Models	Oct 15, 2023	CPUGPU	CodeCode Available	1
Bringing Stories Alive: Generating Interactive Fiction Worlds	Jan 28, 2020	Text Generation	CodeCode Available	1
Learning to Rank in Generative Retrieval	Jun 27, 2023	Learning-To-RankPassage Ranking	CodeCode Available	1
Data Feedback Loops: Model-driven Amplification of Dataset Biases	Sep 8, 2022	image-classificationImage Classification	CodeCode Available	1
Bootstrapping Interactive Image-Text Alignment for Remote Sensing Image Captioning	Dec 2, 2023	Causal Language ModelingContrastive Learning	CodeCode Available	1
Less is More for Long Document Summary Evaluation by LLMs	Sep 14, 2023	SentenceText Generation	CodeCode Available	1
Leveraging Large Language Models for Concept Graph Recovery and Question Answering in NLP Education	Feb 22, 2024	Question AnsweringText Generation	CodeCode Available	1
Data-to-Text Generation with Iterative Text Editing	Nov 3, 2020	Data-to-Text GenerationDomain Adaptation	CodeCode Available	1
A Unified Encoder-Decoder Framework with Entity Memory	Oct 7, 2022	DecoderQuestion Answering	CodeCode Available	1
Integrating UMLS Knowledge into Large Language Models for Medical Question Answering	Oct 4, 2023	Medical Question AnsweringQuestion Answering	CodeCode Available	1
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data Hiding	Sep 7, 2020	DecoderDenoising	CodeCode Available	1
Towards Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRT	Jun 13, 2024	BenchmarkingLLM-generated Text Detection	CodeCode Available	1
AUGNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation	Jun 10, 2021	Data AugmentationRetrieval	CodeCode Available	1
Brush Your Text: Synthesize Any Scene Text on Images via Diffusion Model	Dec 19, 2023	Image GenerationText Generation	CodeCode Available	1
Customizing Language Models with Instance-wise LoRA for Sequential Recommendation	Aug 19, 2024	Mixture-of-ExpertsMulti-Task Learning	CodeCode Available	1
Data-to-text Generation with Macro Planning	Feb 4, 2021	Data-to-Text GenerationDecoder	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 (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