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 1926–1950 of 5335 papers

Title	Date	Tasks	Status	Hype
Schema-Driven Actionable Insight Generation and Smart Recommendation	Jul 24, 2023	Text Generation	—Unverified	0
A Systematic Survey of Prompt Engineering on Vision-Language Foundation Models	Jul 24, 2023	Image GenerationImage-text matching	CodeCode Available	2
Is ChatGPT Involved in Texts? Measure the Polish Ratio to Detect ChatGPT-Generated Text	Jul 21, 2023	MisinformationText Generation	CodeCode Available	1
OUTFOX: LLM-Generated Essay Detection Through In-Context Learning with Adversarially Generated Examples	Jul 21, 2023	Adversarial AttackAdversarial Attack Detection	CodeCode Available	1
Jina Embeddings: A Novel Set of High-Performance Sentence Embedding Models	Jul 20, 2023	NegationRetrieval	—Unverified	0
Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text Generation	Jul 19, 2023	Product RecommendationSession-Based Recommendations	CodeCode Available	0
Efficient Guided Generation for Large Language Models	Jul 19, 2023	Language ModellingText Generation	CodeCode Available	6
Controlling Equational Reasoning in Large Language Models with Prompt Interventions	Jul 19, 2023	HallucinationIn-Context Learning	—Unverified	0
On the Origin of LLMs: An Evolutionary Tree and Graph for 15,821 Large Language Models	Jul 19, 2023	NavigateText Generation	—Unverified	0
Selective Generation for Controllable Language Models	Jul 18, 2023	Conformal PredictionHallucination	CodeCode Available	1
Emotional Intelligence of Large Language Models	Jul 18, 2023	Emotional IntelligenceEmotion Recognition	—Unverified	0
On the application of Large Language Models for language teaching and assessment technology	Jul 17, 2023	Grammatical Error CorrectionMisinformation	—Unverified	0
COLLIE: Systematic Construction of Constrained Text Generation Tasks	Jul 17, 2023	Logical ReasoningSentence	CodeCode Available	1
Fast Quantum Algorithm for Attention Computation	Jul 16, 2023	Language ModelingLanguage Modelling	—Unverified	0
LLM Comparative Assessment: Zero-shot NLG Evaluation through Pairwise Comparisons using Large Language Models	Jul 15, 2023	nlg evaluationResponse Generation	CodeCode Available	0
A Dialogue System for Assessing Activities of Daily Living: Improving Consistency with Grounded Knowledge	Jul 15, 2023	Natural Language UnderstandingText Generation	—Unverified	0
Using Large Language Models for Zero-Shot Natural Language Generation from Knowledge Graphs	Jul 14, 2023	KG-to-Text GenerationKnowledge Graphs	CodeCode Available	0
Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation	Jul 14, 2023	Aspect-Based Sentiment AnalysisAttribute	CodeCode Available	1
Othering and low status framing of immigrant cuisines in US restaurant reviews and large language models	Jul 14, 2023	Text Generation	CodeCode Available	0
DecompEval: Evaluating Generated Texts as Unsupervised Decomposed Question Answering	Jul 13, 2023	Dialogue Generationnlg evaluation	CodeCode Available	0
Copy Is All You Need	Jul 13, 2023	AllDomain Adaptation	CodeCode Available	1
Reading Radiology Imaging Like The Radiologist	Jul 12, 2023	Image CaptioningRetrieval	—Unverified	0
Emu: Generative Pretraining in Multimodality	Jul 11, 2023	Image CaptioningImage Generation	CodeCode Available	3
Enhancing Biomedical Text Summarization and Question-Answering: On the Utility of Domain-Specific Pre-Training	Jul 10, 2023	Language ModelingLanguage Modelling	—Unverified	0
Learning to Generate Equitable Text in Dialogue from Biased Training Data	Jul 10, 2023	Decision MakingFairness	CodeCode Available	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